{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. Linear Models for Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.stats import multivariate_normal\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from prml.preprocess import GaussianFeature, PolynomialFeature, SigmoidalFeature\n",
    "from prml.linear import (\n",
    "    BayesianRegression,\n",
    "    EmpiricalBayesRegression,\n",
    "    LinearRegression,\n",
    "    RidgeRegression\n",
    ")\n",
    "\n",
    "np.random.seed(1234)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_toy_data(func, sample_size, std, domain=[0, 1]):\n",
    "    x = np.linspace(domain[0], domain[1], sample_size)\n",
    "    np.random.shuffle(x)\n",
    "    t = func(x) + np.random.normal(scale=std, size=x.shape)\n",
    "    return x, t"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1 Linear Basis Function Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-1, 1, 100)\n",
    "X_polynomial = PolynomialFeature(11).transform(x[:, None])\n",
    "X_gaussian = GaussianFeature(np.linspace(-1, 1, 11), 0.1).transform(x)\n",
    "X_sigmoidal = SigmoidalFeature(np.linspace(-1, 1, 11), 10).transform(x)\n",
    "\n",
    "plt.figure(figsize=(20, 5))\n",
    "for i, X in enumerate([X_polynomial, X_gaussian, X_sigmoidal]):\n",
    "    plt.subplot(1, 3, i + 1)\n",
    "    for j in range(12):\n",
    "        plt.plot(x, X[:, j])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1.1 Maximum likelihood and least squares"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Pg6eIczmI1gVcQiD7TcCKNmAMc2cMYNpra5n9aRo/zh5FuK/ZYach6d7k5uYyefJkUlNTSUtLIy4ujg8//JCEhARuvfVWfv31V2bPns2QIUO45557KC8vx2w289Zbb9G3b1/279/P9ddfj8ViYfLkyUft95JLLmHXrl1YrVYeeeQRFi9ejKIo3HHHHaiqSlFREePHj8fPz4/ly5cfdTGYM2cO7777LgC33347999/P7m5uafsLeBopPPvSFQV8j6DokVgjqCsUseqVZCdLdIsB/apY1TAFoxlu0X4Rm+EwEjyTDHckTGOsEBX3hqb3bPl9szuMHgyhMbB1iWw/FNIHAUxAw+HvbQm+wXgbVAMuPoPY/5Ng7j05dXM+mgz3949QvYH7gn88iiU7OzYfQYlwZT/nXLInj17eOeddxg5ciS33norr732GgAmk4nVq1cDMGHCBN544w1iY2PZsGEDd999N8uWLeO+++7jrrvu4qabbuLVV1894f7nz5/P/v37SUtLQ6fTUVVVhY+PD3PmzGH58uXHzfy3bNnCe++9x4YNG1BVldTUVMaOHYu3t/dJewt0B+RfWEdSugyKfgHXSIpLtHz8CYwcCReNqkGfsxF9cSZqAbQFxWKI7gMBEVS0m7jml34YzTZeHJlBp3dCtLWL0Iu1WaRiKirianOw0OBEqOLCpjGIGgSd6x+Hm4KjYeKN4gKwYyXUlEPKRLFOAeICYAqG7DfA4EmEbzwvX5/CLe9t5OGvd/DKdQO7vC+BpGfQq1cvRo4cCcDMmTOZN28eADNmzACEPv/atWu5+uqrD32mtbUVgDVr1vDNN98AcOONN/LII48ct/+lS5dy5513HurH6+Pjc0p7Vq9ezZVXXomrqwjvTps2jVWrVnHZZZedtLdAd0A6/46iPgf2fwwuYaBoWbIUJk5QGeieBmvFbISY/qwuH0x1tTuXBoPFBn9ZE0NNm45vL8zA03DmufwnRFXtTr5RVAqrVuGsD8pBuISAOVFIQhi8RVGWzgU0JuHgFUWMVW1gbRJCbu11ohitLkukq6IKOQmDr9jniTCaYdhl9oyg9dBUC6mXgtF+26tzAdUXdr8IiY8xNq4XD13Uh2cX7SE1yoebhkd2zP+HpHP4gxl6Z3HspODg64PO12az4eXlxbZt207r88eiquoZTTxOtW56bG+B5ubm095vZ9OTAwzdh/Y6yHpZ5NBrjbS0Ql1JHcn134hZb0A4XHQrJI8naYg7mZniYy/uDGVdqQfPDMmln/dZ/lLY2qCtBpoOQFOekIloygdLnSgeC5kKsXdB4j9h8Msw5DVIegxiboWQKeA3DLz6CXlmcwiY/MDoCyZ/cAkEtyjwSgL/kRA1E5KfFvuIfxgCx4sLzCG9/xP8ESgKJAyHIVOhqgRWfA5N9Ye3693FRSfzOWit5M4xMYzv488zP2Wy60Dt8fuTOD35+fmsW7cOgM8++4xRo0Ydtd3Dw4OoqCi++uorQDjn7du3AzBy5Eg+//xzQPTzPREXXnghb7zxxqEmMFVVVYDo81tfX3/c+DFjxvD999/T1NREY2Mj33333XHdxboj0vmfK6pNxK4tDYfULtWaMm6N+BSlpgRSJsHwyw8VQen0QkFhTYk7r6UHMyOmnKujK//4GJYmkSvfaHfuTQXC6bbXCnG14IkQMwv6/R8MniccfcLDED4N/IYKJ653O21doFOiNYJnPEReDykv2ou3QqApF1pKT3wR6NUHRl8lisZ+//LougSjjwhBZb2KRm3nhWsG4ONq4J5Pt1LfcoZVyJLznvj4eD744AP69+9PVVUVd91113FjPvnkE9555x2Sk5Pp168fP/zwAwAvvfQSr776KkOGDDmu9+9Bbr/9dsLDw+nfvz/JycmHGr7PmjWLKVOmMH78+KPGp6SkcPPNNzN06FBSU1O5/fbbGThwYAefdccjUz3PlYoNkPWKqGRVFKgqRl3zHQ0tBiripxOV6H3U8A0bIT1Xxxv6frjrrfw4OQOz7ggpZmuzuJBYm+xxdXss3ugP5l7gGiHCNUb7DF3XQQ79XFFVcVHK+wJqd4He57D085FUlcCab8Vi9+jp4Op1xOfzIGAcRP+JTXnVXDt/PVMSg3hZxv+7DY5O9TwyK0ciUz0dh6UZcj8RufyKAuWFsO57FKOZiuir+HaxB5cZoXdvsKmwaxesWAk7kyOpqdLx/tg9mNUaEQs/uKhq9APvZHCPFfs96OQ13fyrUhRxYYp/WDj//R+JPgMuvQ4v8oKoAB41HVZ/A79/DeOuFXdFiiJSY0t/A7dIhkSO48FJcTy3eA/j+wQwfVCYw05NIjkf6eYepZtTshTa64XTa6iGdT8IvZxR04lyceNSA/y2DL79TujnBwWBaYw/q3O8eTxxGwnGbNCHi9i5e2+xH10Pz3FXFLFG0P9pUe9QtEhcwPQeh8d4B4oLwKqvYM13MPYacSegaIQUxP4PwDWCO8fGsHJPOU8sSGdolA+9fHr4/43knImMjJSz/g5Chn3OltZKSHsETAGgamDFZ0Ie+YIbhIaOHRVobASNolLc1MrUpcMZHljHe1cHo/gki4XV85naDNSs1ynIbyMtM5i2NoiIgOT+YKzJg7Xfg18ojLjicDVwa5VYV+j/FAV1MOWlVSQEe/DZrGFopQCcQ3F02EdyNOcS9pELvmdL/teAIlIjty2D2gpR3HSE40eMwM1Qj8Gax0NbB2IyGHj25ukoIRPPf8cPWN0SmPXK0/zwawixIXn06aOSmwuvvwE1xggYNAnKC2DLr4cXio0+0FYJuZ/Sy9uFJy/rx8bcKub/vs+h5yKRnE9I5382NBVCxTqx8JqbDnnp0CcVgo4RJlNtIivH1sb82ttIq3DjX1cmE+DpPOGLjz6C9L3e3DHnERJGD6V/1H6umW5h8GD46WcgPAH6jRSicFlH3Om5hEHZSqjcyPSUUKYkBjFnyR52l9Sd9FgSieT0kc7/bCj5TWj2tDbDjuXg3wsShh09xtoKjfvBdzC7g/7Bi2vquTgpmEv7BzvGZgfx7rvwj3+AydUkxNzCLoOmPIYNsVBUBHX1QNwQIQeRvgZK88QHFY2oAM55B6W1gmeuSMTDpOfhr3Zgsdocek4SyfmAdP5nSnsdlP0OxkBIXyuS9gdOOFruwNoiqmCjb6M9ahZ//S4bTxc9/7oi0elSFktKRLYTIP6Pek2HXtPQteXh7dVOYyNikXjQJNFzYNNCaLTnX+vMgAL73sXXVc9Tl/dj54Fa5q+S4Z+eQl4eLFwIaWknLv84U2pqag5p+ZwpU6dOpaam5pRjHn/8cZYuXXpW+z8V77//PrNnzz7lmBUrVrB27doOP/bJkM7/TClfK8I5dVWQtwtiBgh55YNYmoRkceydEDSOt1fnkl5UxzNXJOLjhA3Lk5NhxYoj3lAUCLuCKvercdfk4+NpL+LSGYQUhKrC+h/Bape0NgVBTTqU/c7FScFMSQxi7pK9ZJcdX2kp6T7U1sJVV8HgwTBvnvh50CDIyDi3/Z7K+Vutp5ZHWbhw4R9q7z/99NNMnDjxrO07F6Tz787Y2qFoIRj8hGyDwQX6ph7ebm0RFa597gX/EeyvaGTu0iwm9wticqJzhXsOcv/98K9/QXr64feamhVu+eelNHhfhdGaLy6mIJrEDJ4MteWwa5V4T1GEFtH+T1Bay3n68kRcjVoe+moHVlv3zFSTwHXXga8v5OfDokWwdy/ccw9ceCH8weT7lDz66KPk5OQwYMAAHn74YVasWMH48eO5/vrrSUpKAuCKK65g0KBB9OvXj/nz5x/6bGRkJBUVFeTm5hIfH88dd9xBv379uPDCCw9p7tx8882HGrpERkbyxBNPkJKSQlJSErt37wagvLycSZMmkZKSwp///GciIiKoqKg4ztb33nuPuLg4xo4dy5o1aw69/+OPP5KamsrAgQOZOHEipaWl5Obm8sYbb/Diiy8yYMAAVq1adcJxHYl0/mdC9Q572KcIKgqFZo3BLmqm2kSop/dt4DsIm03l0W92YNBpePryfo6124GMHAn/+x+MGQMXXQTXXw/h4eDlpXDjo5dB0EQhU3EwJhAcLe6mcraJVpEghOM0Wtj3Hv5uep64tB/bCmr4eH2e405MclK2b4edO+HVV+GgdL1GA7fdBqNHw4cfnv2+//e//xETE8O2bdt47rnnANi4cSP//ve/ybDfVrz77rts2bKFzZs3M2/ePCorj5dP2bt3L/fccw/p6el4eXkdUvo8Fj8/P7Zu3cpdd93F888/D8BTTz3FBRdcwNatW7nyyivJz88/7nPFxcU88cQTrFmzhiVLlhyyDWDUqFGsX7+etLQ0rr32Wp599lkiIyO58847eeCBB9i2bRujR48+4biORBZ5nS6qCkU/iebr6T+IvriRSYe3NxdA4DjwF4JOn28qYMP+Kv43LYkAj5OoXjoJN94I06aJGWBjIzzzDERHAygQeYMQpqvedripfeJoqDgg0j8nzLQ3mQ8U4Z/yNVw+YBTfbC3kucV7uKhfEEGezv3/293YuBEmTQLdCbzLlCmweHHHHm/o0KFERR3OtJs3bx7fffcdAAUFBezduxdfX9+jPnO6UsvTpk07NObbb78FhITzwf1PnjwZb2/v4z63YcMGxo0bh7+/SOeeMWMGWVlZABQWFjJjxgyKi4tpa2s7yvYjOd1xZ4uc+Z8uTYXQkAuV1aJvbd9UMZ0BaC0TlamRN4CiUFbfwn9/yWRYtA8zhvRyqNndBVdXmD4dbrrpoOO3o9FB71lCeK6lRLyn1cGQKWBthy2LxYVXUUT2T+4nKO21PHNFIu1WG08skNWe3Q1vbzhw4MTbCgvhD+Txz5iDUs4g4uZLly5l3bp1bN++nYEDB9LS0nLcZ46VWj6o4HmycUeOOd3C2JMld/zlL39h9uzZ7Ny5kzfffPOE9p3JuLNFOv/TpTpNZKvkpImZaIg9hcXaIpxU3D2HdO3/83Mmre02/n1lktNl95wVOheImy3SZ9vsmT4evpA0VrS73L/j8DibBfK+JMLHzH0TY1mcXsqv6SWOs11yHFOnwtatcGyBflUVvPmmuBM8W04mq3yQ2tpavL29MZvN7N69m/Xr15/9wU7CqFGj+PLLLwH49ddfqa6uPm5MamoqK1asoLKykvb29kPy0gdtDA0NBeCDDz449P6x53aycR2FdP6ng6qK9M4WRDVqdPJhsbKWEoiYIQq+gLXZFXy/rYg7x0YT4+/mOJt7GkYf6HMftFeLGgmAqCTRC2HnqsPpny4hUL4a6jK5Y3Q0fYPceWJBOo2tJ565SboesxnefltcBJ56SmR7zZ8Pw4bBtdfC0KFnv29fX19GjhxJYmIiDz/88HHbJ0+ejMVioX///jz22GMMGzbsBHs5N5544gl+/fVXUlJS+OWXXwgODsbd3f2oMcHBwTz55JMMHz6ciRMnkpKScmjbk08+ydVXX83o0aOPagl56aWX8t133x1a8D3ZuI5CavucDo35sOMJ2JMFBbth8u2iG1VbrbgIJP8HtAZaLVamzF2Fxaby6wNjMOm1f7xvydGU/Ab7PgDXSHGn1VQHSz86LAanKGKNQKOD5GfYUtjM9NfXcufYGB6d0tfR1p/3nIm2T0aGWPTdtUuIGt52m8j26em0trai1WrR6XSsW7eOu+6666RdwzobKenc2VSnQXs75GdCeLxw/Koq9Gf6/hW0In9//sp97Kto5P1bhkjHf7YEXiDaRVasFQvAZg9IGgNpS0X4JzpZ9AlozIXiJQyKuJRrBofx9qp9XDUolN4B7n94CEnXkJAgnP/5Rn5+Ptdccw02mw2DwcBbb73laJPOig4J+yiKMllRlD2KomQrivLoCbbfrChKuaIo2+yP2zviuF2CaoPSlVBcCjYrxNg79LSWgVciePcHoKCqiVeWZzM1KYhxfQIcaHAPR1FEhzCDr1D3BIhMhIAIEf452ALSJQQKv4eWMh6Z3BezQcsTC9JPezFOIjlbYmNjSUtLY/v27WzatIkhQ4Y42qSz4pydv6IoWuBVYAqQAFynKErCCYZ+oarqAPvj7XM9bpfRVCCcUG6m0PDx9BMN0a3NEHHdoS5a//45E42i8M+LT3TqkjPbbF7HAAAgAElEQVRCZ4a4u8FSL3oUK4qQ0ECF7cvFGI1BNJDP+wJfVwMPT+7LmuxKft5Z7FDTJZKeQkfM/IcC2aqq7lNVtQ34HLi8A/bbPajcArU10FwPEfZirdYy8BsOriKNc/XeChall3DP+BhCvFwcaOx5hFuUWEhvKhQhNldPiB8OxTlQlC3GmIKhchPUZXL90HASQz34108ZcvFXIjkNOsL5hwIFR7wutL93LNMVRdmhKMrXiqL0jOR31Qblv0N5hVjYDY6299ltheBJALRbbTz5YzrhPmZuHx39BzuUnBFBk0Ro7WD+f++B4s5r23Jot98RGHxg3/to1XaevjyR0rpWXl+R41i7JZIeQEc4/xMlsh8beP0RiFRVtT+wFDhh0qqiKLMURdmsKMrm8vLyDjDtHGk6IDJ6ivZBYKRoNdhWLWalrqLa7oO1uWSXNfD4JQlykbej0Wgh+lbA3theo4WBE6GlATLsAlgGL2gpg7LfSQn35sqBocxftY/8yiaHmi6RdHc6ItunEDhyJh8GFB05QFXVI8U13gL+34l2pKrqfGA+iFTPDrDt3KjfCzUV0NIIYXHiPUsdhN4MikJlQysvLd3LuD7+TIiXi7ydgskPImdCztvigusTDFH9hfZPRAJ4BQjlz/yvwG8oj0zuy+L0Ev6zMJM3bhzkaOvPf7Y/Dk3Ha9ucNeZwSH76jD4yd+5cZs2ahdl8fJOk999/n82bN/PKK690lIXnDR0x898ExCqKEqUoigG4Flhw5ABFUY6UtLwMyOyA43Y+VVugtEzMOIOihVyz3lM0KAfmLMmiud3KPy9OkJW8nUnAKPDqfzj802+kENTbvlyE4bQmUC1Q+CNBnibuGd+bReklrM0+XmlR0sE05YuajI56nMWFZO7cuTQ1yTu9M+Wcnb+qqhZgNrAY4dS/VFU1XVGUpxVFucw+7F5FUdIVRdkO3AvcfK7H7XSsbVC3G0oKRHtGvQHaKiBkKmj07C6p47ON+cwcFkHvAFnJ26koGoi+GRH+aRGOv99IqCwSRXcAphAoWQJNB7htVBRh3i489WOG7Pp1ntHY2MjFF19McnIyiYmJPPXUUxQVFTF+/HjGjx8PnFxKWXI0HZLnr6rqQlVV41RVjVFV9d/29x5XVXWB/ee/q6raT1XVZFVVx6uqursjjtupNOZBVdnhkI/NAmjAfziqqvKvnzJwN+m5f2Ksoy11Dkx+EHE9NBeJ2X5kIngFCt3/9jZxd6Y1Qe7nmHQa/m9qPHtK6/lic8Ef71vSY1i0aBEhISFs376dXbt2cf/99xMSEsLy5ctZvnz5KaWUJUcjtX1ORt0eKCkUCpNBUaKa13cw6D34LbOMNdmV3D8xFi+z83XnchgBo8G9N7SWi0yfAePFxXm3XbzLGAg126E2g8mJQQyN9OHFJVnUt7Q71m5Jh5GUlMTSpUt55JFHWLVqFZ6enkdtP1JK2WAwMGPGDAdZ2v2Rzv9kVG6C0hKR5aMziHCD3wjarTb+szCTaH9XZg6LcLSVzoVGK8I/1iZxJ+YTLGovstOgodqe+uktZJ9VK/93cTwVDW0y9fM8Ii4uji1btpCUlMTf//53nn76+MVhuf52ekjnfyLaG6B0J7Q2iVm/zSLkhj368NnGfPZVNPKPKfHotfK/r8txDYfQS0TXNBCxf61WSD+AcP5NhVC5keReXlwxIIS3V++nsFouCJ4PFBUVYTabmTlzJg899BBbt249Sgr5VFLKkqORwm4nonE/VNnrDALCobUCfIZQ165h7tK9DIv2kamdjiTkYihfK1pqmjygz1BIXyO0/wPCwRQIeZ+DTwoPT+7LL7tKeG7xHl66dqCjLT//MIcLkb2O3N8p2LlzJw8//DAajQa9Xs/rr7/OunXrmDJlCsHBwSxfvvyQlHJwcDApKSmHGrsvWLCAzZs3n/BuwRmRks4nIvdz+PlJaG6GC2+Bpjzo+yDPrtfz2oocfpw9iqQwzz/cjaQTqdoGe+aAOUoI7i35QGRkXXCDyA5qzIPwqyD0Yp5bvJtXl+ewYPZI+od5OdryHs2ZSDpLOp9zkXSWcYtjUVWo2Chm/v7hYGsHRU+RNYJ3Vu/nigEh0vF3B7yTwTMZWkvEonziaKitgNx0sd0UBIU/QFsNd46NwcfVwH8X7paqnxKJHen8j6WtCsr2gtVyOOTjl8rzv+1DBR66qI+jLZSAWNyNul600LS1Q2gs+IYI2Yf2VtAahfpq0ULcTXruvaA36/ZVsiKrG8iGSCTdAOn8j6XpAFTaHYR/L7C1kWFJ4bu0A9wyMpIw7+NLyCUOwiUYQi+GliJxMUgaKxbps7aI7aZgKF4CzSVcnxpBhK+Z//y0m9w8lZP065acBvLuqXtwrt+DdP7H0rAPKstE20CdFjQGnl3TirtRx91jezvaOsmxhEwBnTtYGsAnCML6QPYWaG4QrR41eij4ntJiDdr0Puwtr2fUzEIiIuCFF0SUT3L6mEwmKisr5QXAwaiqSmVlJSaT6az3IbN9jqViK9RWQexgaKtmbctQVmRV8vcpffE06x1tneRYdGbR+SvrdXB1FamfRdki/DPoQjAF0Vq8jhsevIgJl0Vi9tpH5dQsXpkSwl2ztFRXwzPPOPokeg5hYWEUFhbSLVR3nRyTyURYWNhZf146/yOxWaBwi5gOBoSjWpr5f2mhBHvq+dOISEdbJzkZvkPBbZFYn3H1E31+s7dC7xTw9CMzy5U7p3zJ9Y//jXX74rnurfVsqctlwYIY+vaFv/4VvL0dfRI9A71eT1RUlKPNkHQAMuxzJC0lUFEsskd8Q/ilOJTtJVYemBQntfq7M4oGomaKto+qDfqmit4Lu0Th165sf0b1T4faDIbH+DI2zp9Xl+fg4tlOaipI7S+JMyKd/5EcXOz1DaXdZuG5zP7EBboxPeXsb60kXYR7b/AdBs3FQvWzbyqU5kJZPlqtQovFSxR+2aw8fFEfapvbmf97Do2NYJDyTBInRDr/I6ncBg114BvC13vd2d/gykMX9kGrkVohPYLwqwCrSP2MTgYXd9i1ivi+Kmu3+GBrzIfqNBJDPbksOYS3f88lq6CFMWMcbbhE0vVI538keasBaPMM5qXdcQwM0TMpIdDBRklOG5M/hFwiZJ+1OkgYATVlJPlkoarw06++lGz8jPLSdmKa4mhptzH27r2cQ8KERNJjkc7/IJZmKMsG4LPKJEpazPxtcl+pENjTCLlIZABZmiG8L3j4oc1cw8zrrHj5e7B2eQW3XLqWhV+6Mj68F2m1BeRVNjraaomky5HO/yDNB6CuGqurN3P3RDE6qJrhcacWmZJ0Q3Su0OtqIfugaCBxFDTWoi/cyZjRMO3aQH569SsW/9zMszfFotMqzF2619FWSyRdjnT+B2nMh5oq9miiqG4z8LfRsjVjjyVgJBgDoK1W9GPwCxMNX9rb7HcFjVC6jAAPEzePiOL7bQfYU1LvaKslki5FOv+DFK+Dtla+rUlkSkghSbFSubDHotGLwq/2SvE6cRS0Novcf7CLvi2A9jruHBuNm0HHC7/ucZy9EokDkM4fRFFXwQYANlt789f4THCVXbp6NN7J4N7H3oshGEJ6w97NQvtHawS1HYoX42U2MGtMNL9mlLKtoMbRVkskXYZ0/gDtNTSWldGm6ogNM9A72E80A5f0XBQNRMwQmj+qKjJ/LBbYvVFsNwVD0S/QUsEto6LwdTXw/GI5+5c4D9L5A7SUUV7WRIYawV/6ZIBnP0dbJOkI3GLAZ5BY/PXwFf1+9++AxloRGkIDB37EzajjrnExrM6uYF1OpaOtlki6BOn8gYKiAgJaS2jyCCXctRHcoh1tkqQjUBQInw7WVqHtHz9MvJ+5Tjy7BEPZSmg6wMxhEQR5mJizZI9UrJQ4BdL5A1+u2IlZaSU+2l28YZZyDucN5lAIHActxWB2h5gBkJ8pun4pWhH/z/8Gk07D7At6sym3mt/3Vjjaaomk03F6559T3kBFQQEA3v5eoHUBg4+DrZJ0KKGXgoqQfegzVIi+pdvV3IxBUL0FGnK4ZnAvwrxdeOFXOfuXnP84vfOfu2QPg7TZ2PQmMCrgHifCBZLzB6MvhEw9LPoWNxhK9kHlAfFda90g7wsMWoV7J8Syo7CWXzNKHW21RNKpOLXz31NSz087ShhjzETjEwTWJvBMcLRZks4g+ELQGsDaAjEDweQKu1aLTCCjH9TtgdpdTBsYSpSfK3N+zcJmk7N/yfmLUzv/F5dk4WWw4G8pB68AMQuU+f3nJ3o36DVN9GzQ6YXkc2URlOwX37vBG3I/Q6eo3D8xlj2l9fy8s9jRVksknYbTOv9dB2pZlF7Cg32KUVRVpAKqqlgglJyfBIwBvYeQd4hMBFcvEftXbcL5Nx2Ayo1c0j+E2AA35i7Nwipn/5LzFKd1/nOWZOHpome6d5p4w9UNjP5CGExyfqI1QfjV0FoOGi30GwF1FVCwW2w3+UP+52jVNh6YFEdOeSMLth9wrM0SSSfhlM4/Lb+aZbvLmDUmGnP1HlENalTAs6+jTZN0Nn7DwWQXfQuNE+G+jHVgtYDODdrqoHQFk/sFER/swUtL92Kx2hxttUTS4Til839x6V58XA38KTUEaorB3RsUC3hIMbfzHo0Owq+FtirxOnEUNNWJyl8AUyAUfIvGWs8DE2PJrWzi261y9i85/3A65785t4rfs8r585ho3KgWbRs9/ABFxvudBZ8B4BYlLgABERAQDrs3QHurCA2p7VC0iEkJgSSFejJv2V7aLHL2Lzm/cDrn/+LSLPzcDNw4PALqcqG5CTx8AEWU+0vOfxQNRFwL7XVikb/fKGhrgawtYrspBIoXobSW8+CkOAqrm/l6S6FjbZZIOhincv7r91WyJruSO8fGYDbooMiu8OjqCuZedrEviVPg0Qe8EqG1DLwDISwOsrdAc4MIDaGFgm8Z18efAb28eGXZXlotVkdbLZF0GE7j/FVV5cUlWfi7G5k5zJ7LX2Sf6ZlN4C7F3JwKRRGZP9YmkeqZMBJsNtHxC8RdYMV6lMb9PDgpjqLaFr7cLGf/kvMHp3H+63Iq2bC/irvHxWDSa8Wbldmg1YFRD65RjjVQ0vW4RYLvMFH45eYF0f0hdxfUVYrQkNYV9n/K6N4+DI7w5tVl2bS0y9m/5PzAKZy/qqrMWZJFkIeJ64bam7JbmoSyo4cvaDQiy0PifPS6Ugi+2Syi6lerP0L0zQ8a9qJUb+fBSXGU1LXw+cZ8x9orkXQQHeL8FUWZrCjKHkVRshVFefQE242Konxh375BUZTIjjju6bI6u4LNedXcc0Hvw7P+1gp7po+/eG0K6EqTJN0FlyAImiAkn41miBsCxTlQYRd9M/hC3qcMj3QnNcqH11bkyNm/5LzgnJ2/oiha4FVgCpAAXKcoyrHqaLcB1aqq9gZeBP7fuR73dDk46w/xNHHN4CN0+mtyoK0V3L1AYwS9Z1eZJOluhF4MKGBtg94HRd9WiUwgvQe0VqCUr+LBSXGU1bfyyQY5+5f0fDpi5j8UyFZVdZ+qqm3A58Dlx4y5HPjA/vPXwARF6Rrd5JVZ5aTl1zD7gliMOu3hDUVbxbOrqxBzkzLOzovBG8IuhdZiIfqWMAKqiuHAXrHdFAT5X5EapmNEjC+vr8ihuU3O/iUdhyP6R3SE8w8FCo54XWh/74RjVFW1ALWAbwcc+5QczPAJ83bhqkHHdOcqtVd0mo2ybaMEgiaCxgSWZohIEGtB6auF7IPWBKoFDizggUlxVDS08vH6PEdbLDmPmPXRFl5aurdLj9kRzv9EU+ZjL2OnMwZFUWYpirJZUZTN5eXl52xYU5uVCF9X7p0Qi0F3zKlW5IjGHnqtlHGWCEG/8KuhtVRk+iSNEY3e920X200hUPIbQ/wbGB3rxxsrc2hqszjWZknPpq0W6nPYvL+SJRmluBi6Nv+mI45WCPQ64nUYUHSyMYqi6ABPoOrYHamqOl9V1cGqqg729/c/Z8NcjTrmXTeQawb3OnqDqkJNkT3TRysXeyUC/1Fg9BGVv4GRQvph9wZobRa/J1oXyPuM+yfEUtnYxofr5OxfcobYLFD2O+z6N2y5H3Y+zYs//IqfWcvM1PAuNaUjnP8mIFZRlChFUQzAtcCCY8YsAP5k//kqYJnqyCap7Q3QUCs0fVSbdP4SgdYAEddDW4WYICSNgfY2cQEAMAZATTqD3HMZ18efN1fm0NAqZ/+S08RmgZy3IXs+tJSBOZwNjUmsKfHgzugtmA980qXmnLPzt8fwZwOLgUzgS1VV0xVFeVpRlMvsw94BfBVFyQYeBI5LB+1SarLBYgGzOxg8pYa/5DA+KaLgr60KPP0gsp8I/dRXi6QAoz/kfsgDF0RS3dTOB2tzHW2xpCdgs0DOO1C+DlxjRJKBovDizlD8TW3M7NMINTu71KQOCTKpqrpQVdU4VVVjVFX9t/29x1VVXWD/uUVV1atVVe2tqupQVVX3dcRxz5rydPHsYgSzjPdLjkDRQMR1h0XfEkaIKvCdv4vtendoqyVZs5YJfQOY//s+6lraHWuzpHtjs8K+96Fi7VGZhWtL3Vlf5sHd/Yox6bpeNdYpKnyPozxTPJt04N7bsbZIuh8efcA7WSz+mlyhz1Ao2Qel9hi/Swgc+JEHxvhS29zOe6tzHWqupJtTtgrKVoqJpiJcrqrCiztCCTC10bu6nK+/gR9/hK++EkGJrsA5nX/lHnH1dXGRGv6S41EUiLgGrC1i1tZ7ILh6ws6VQvxNowdFR2LbAi5MCOTt1fuobZKzf8kJaKmAvE/BJfSQ4wdYXexGW0UpI6t2U1KokpgI0dEwZw5ccgm0tna+ac7p/KvzwcVNSPfKxV7JiTCHQeAF0FIkwj6JY4Tg26GOX0FQtZX7h6rUt1h4Z7VjI5mSboiqQu7HgCpqRQAqi1C3LiFp/Vx+MD7O8z7PcXXcSvpGtdCvH6xaJaTGXnml881zPuevqlBXBm7egE0s4EkkJyLsMjFbs7ZCSAz494LMdSL1U1HA6EdC4ydM7efPu2tyqW5sc7TFku5E1Wao2ipqREBUjP/+JdaCLH63JvJ61TXQqy9kp8GSTyBnFzod/OMf8P77nW+e8zl/SyM01YOrOxj8QWt0tEWS7orBC8KuEKJvigL9x4lWjxlrxXa9B7TXcl9iPo1tFt5aJWf/EjvtDWKR1xQofncOZMPGhajeQdxgeJ7/6WbR1BiGdsiFMHEm+IWARUweoqKgoqLzTXQ+519tT/N0MYNr2B+Plzg3QROE6J+lQaR+RieL0E91qdhuCqVPy09ckuDJ+2tzqWzogmCtpPtTukzIxutcoSgHNv4M3oGsiPoTG6r9+EtiEbZ2lcoqRL1R6hSIGwjA0qUwcGDnm+h8zr98l3h2MYrWjRLJqdCaIPI6UZSjqhA/XEg/b18uXmt0oDVzX9QaWtqtvPm7nP07Pe11cOAnMAULiZBNC8HLH9uIK3k+I4YItxauiqlk6FBYsACam+2fUxTS0+Gf/4S//rXzzXRC529P8zS7yIbtktPDd6hICW6rFHpQiaOE6md+hthu9Ke3JoMr+ur4cF0uZfUtDjVX4mBKfhNCgBo9pC0VYZ/US1lcEkR6tSv3Jhah16iMHg0hIfDSPPj6G/jySxg7Fp5+GiZM6Hwznc/5V2bZ0zzdweDjaGskPQFFA5E3gKVeyIGEJ4BPMOxaDW0t9t+nYO4NW0S7xcbrK3IcbbHEUbTVQtFCuwx4JpTlQ79RWE3uvLgzhGiPZq6IrARAo8BFF8Ls2ZDYDwYNhvx8uOWWrjHV+Zx/dZ49zVORzl9y+rjHCOG35iLh7AdcILJ+DrZ81JqIdGvkqt41fLIhn+La5lPvT3J+UrIUVCu0WURdiE8wRCfzU74PWbVmHkgqQquoIjTUmA+Nubjpa+jbF2KiwWzuOlOdy/mrKtSV29M8EfoaEsnp0muaeLa2gVcA9B4gFn+risX7pmBmR6xCtdl4ZVm24+yUOIa2Wij6RcT6d64ESzukTMKiKszdGUpfryYuDs6Fxv2gM4tCwrjZoDNBU9d3h3Mu529phKY6Iehm9BcyvRLJ6WL0FQ3fW+yK5fEjxF1k2lJRCawo9PLx4NrIXL7YVEBBVZNj7ZV0LeWrABvUVkHBbogbDB6+fJfry/56E/cnZKOx1EHi/0HyMxAyGXwHQ/9nIO4v4DO4S811Ludfu8+u5mkW+iwSyZkSNBGMfmKWpzdA//FQWyEKdQB0ZmbH7UarWHnptyzH2irpOqytcGChkP3OXAd6I8QOos2qMG9nCIledVzknwMJfxPaUUei0YH/cJFV1oU4l/Mvs2dnmGSap+Qs0Roh6iaR+aOqovI3KFr8wTfWAhDo7cONEXv5dusBcsobHGywpEuo2gLWJqithpL9YtavN/LlPj8KGk38te9OlH4Pg0ecoy09hHM5/0r7TMzVBcxy5i85S7yShO5/S4l98Xe8eE5bKi4IisKdiZWYNBbmLt7laGslnY1qgwMLRAJJxjowuED0AFosCi/vCmGQdwXjhk8+fsbvYJzM+dsbJMs0T8m5oChC81+1gK0dzB7Qb7RI68sTd5d+bnpuidnHj7sqySyqcbDBkk6lbjc0l0BdPZTl2Wf9Bj7eG0Bps4GHhtSjBIxytJXH4VzOvzoPzDLNU9IBuARC2OXQfEC8ju4PvqEiy6NZhHpmJdXjrmvjhZ/WOdBQSadTtBC0rmLWbzRDdDIN7RpeywhmlH8pw4dfdZScc3eh+1nUmdSWCF12kGmeknMn+CKRNdZWI+4GUiaB1XJI+sHTaOPP8UUs3Wdj657djrZW0hk0FUFNOjTboLwAYgeBTs97ewKpatXz0PhgcAlytJUnxLmcf0O1TPOUdBxaI8TcAu3VIu7r7g0Jw6EoGwr3AHBL30p8ja08//MW0RxGcn5R9jsoWsjeCjo9RCVR06plfmYgE0OrGDBgkqMtPCnO4/ybKoRkqotM85R0IB7x4DfycO5/70GiqnPbMmhuwFVv455+pawt82LN2m/FgrDk/MDSDGXLQTVDYRZEJILeyBsZQTS063joogSRxtlNcR7nXylmYhgNMs1T0nEcbPmo6IQz0Ghg8EWi6GvrElBVro8tI8TcynNrLaiVmx1tsaSjqN4q8vv3Z4iLeu8BlDXreT8rkMsjq+gb2wW6zOeAEzl/e5qnySTVPCUdi8FLCL+1lAgn4OYNiaOhNBdyd2LSqtyXVMS2al9+XfWjyAyR9GxUVUg5KG5C4iMkBly9mLczGItN4YGL+nfLRd4j6d7WdSQ1+8Wzi6so05dIOhL/keCVAK12xx6dLNo+7vgdGmqYHlVBtEczz2UkYN39qoz/93Qa90NTIRQXiu5usSnk1Rv5PMefa3tXEhGZ7GgL/xAncv559r6rRpnmKel4FA1E3SzCPdZW8bs26CIRBtq0EB1WHu5/gOx6d77N0kLu5zL+35MpXQGKHnK2gXcg+ITw4o4QdBob904eJL7/bo4TOf8CMJnFl2LwcrQ1kvMRl0CImCFy/1VVZJalTBItHzPWMrlXNck+Dby4pz8tRSugfI2jLZacDe314ruraxUZhDEDSa8x80OeLzf3rSQgJNHRFp4WzuP8G0pFyMfg261X4CU9nMDx9q5f5eJ1aCxEJkLWZpTyfB4ZUEhRk5GPD6RAzrvQINs+9jgqNwvN/tx0IeUQGsuz28Lw0Ldz18SBPWLWD87k/Bur7WmegY62RHI+o9FBzO0i9GO1N3PvPw7cfWDzIkZ4lzI6qJZXM8Opwxt2vwRt1Q41WXIGqCoULwKrCYpzILIfa8u9WVnsxT3xeXgG9ne0haeNczh/Sys0N4qwj0lm+kg6GXMIRFx7OPyj08OQqaLl46ZfeCQ5n+pWPW9m9wVrM2S9JhrESLo/DTnQUgqF+0FVUSOT+N+2XoS4NHHTmOQeVTzqHM6/2t5VyWTstqXWkvOMwAvAMwFaS8VrL39IHg9l+SSWLefyiEre2R1IiS0c6vdC7idyAbgnULoS0EHuTgiMZGFVFDuqXHkgYQ+moFRHW3dGOIfzr7Ln+Lu4Sk0fSdeg0ULMbUL2wWrv5xuZCOHxkLme/wtdhU1VeHFXGJjDoXS5yBuXdF/a66FiLVQ3QEsjlshknt8eRpx7LdOGJIjWjD0IJ3H+OeLZ5Ap6T8faInEeTP6i8Utz8SGdfwZMAA9fAnb9yD1Re/hqnx9ZtWZRdZ73OVRucbTVkpNRuUUs9O7fBS7ufFo/lP31Jh5N2Ik2aIyjrTtjnMP51+SJZxeTTPOUdC3+I0WLvuZC8Vqnh9RLwGblnob5+Oia+X/beoFGD6Yg2PsaNOx3rM2S4zm40Nuug/ICWsL782J6GCP8yxmf0AtMfo628IxxHuevN4hbcb2Ho62ROBOKApE3it+7NntTF3cfGDIZXW0pn3i/ym9FnqwtdRdhA50bZL4AzaWOtVtyNA37xEJvwX5QFN5pnkB1q55/JGxDCZ7oaOvOCudw/nVFIt6v9xAzLImkK9G7QezdQvrZ1i7eC46BhBH0qUvjQZcf+ffWXthU7GtSNsh8XjSJl3QPyn8HNJCfQbN/b+blxDEtopjEIKOo6+iBOIfzb6gUOf7GnndrJjlP8IiFXldBU8HhrJ4+QyGkN39Rv8C3Nptv99s1p4wB0F4Le14SSqESx9LeAGVroKoRWpv4uP0CVBX+2mcrBE/p9gJuJ6NnWn0m2GzQVCdm/rLAS+JIQqaCd//D2v+KIuSfPf143fAS32xTaLLY/yRNwdCQC3tflzUAjqZqq+jXnJdOm9GD/xaP5tY+xYSa2+D/t3fn4VFW9wLHv2cmk0wmC9nInpCFJOwgOwjuVARFq0hx39D2tlK7WC+4tLa16rWttqXtxbW4FzfEqugVWQUCBMIaIAmQnaxk3ydz7h9nYhIIEkgyQ2bO53l4MpN5553fSQjIom8AAB7RSURBVMjvvO9Zgyc6O7rz5vrJv75Yba1nNoNZb+KiOZHBCIn3g9HS0f7v4YmYdj0mkwfP2f7CW/t91feFUCOAKvfC0VfBZnVe3O6sc0dvaR6r5KUEmdv4SeJuCJ2pmvQGKNdP/u1j/L28B2SPvOZiPAdBymJoreq4orf44XnxdYQZqph09G1Kau3HCgE+cVC+zT4JzOasqN1XfQ40FkFBDhLBCzXf4+ExBfgZmyDsMmdH1yu9Sv5CiCAhxFdCiCz7125nUAkh2oQQe+z/PunNZ56zavsQO4se4685X3k5/PW1obz81a1k7y+gtcWe0IPCqR47l7HiKCWb13Uk+vYKoHgt5L2vZwE7WukmwIjMzWALYwkM8ObmmGzwGaIm5w1gvb3yXwJ8LaVMAr62P+9Oo5RynP3fvF5+Zo+lpcE3a06oAIRFJ3/NqVatguRk2L0bKjxnsWb3TD58K58T9v1fBifGsz7kOsY07aVs+5aORC8MYImDwk8hf5WuABzFWg+l30BlA6K5nn+1XMkTE/IwWqvsHb0DY/XOM+lt8r8eeN3++HXghl6er0/U1cE118DNN4OsLqINAx/9x8Ty13Ty15yjoAAWLYK1a+H112HJEsHiP9/B6KmxrP20mDb7hf6U6Um8yWwGF6VhO7Kz4wQGI1iGQMEqVQnoCqD/2Tt6m48dolgG4hExhOmDT4LBEwIv/J26zqa3yT9MSnkCwP419AzHmYUQaUKIVCFEv1cQixdDWBhkZ8PM0UUYLRbm3eDJM3+0sH59f3+6pp1uxQpYuBDGj+/0TaOZkTcsxuJjJCdTjen3NdmwjJ3O6rbpGDK2QM6BjuMNHqqpIW+lWgdIVwD9R0oo+hysHpjKc/jAdhmPji+CplIIvQQ8vJ0dYa+ddVcTIcRaoLulMB87h8+JlVIWCSESgHVCiP1SyqPdfNYDwAMAsbHn155WXg4ffwzHj4PRCNScALMXfsEhPPGEYNkyuPzy8zq1pp2348dh2rRuXjCHcND6EMNqn4E2LzCa+X5CJQuybiesoYYpu9ciTF5qUxhQkxQtQyD3XdUcFHH1gG9+uCDVHYXGExRllhEuwRQ/giG+9dDQqkb5uICzXvlLKa+SUo7q5t9qoEQIEQFg/1p6hnMU2b8eAzYAF53huJeklBOllBMHDx58XgU6fhwSEiCgfQmf2iK1b685jGnT4PDh8zqtpvVKYiLs3Nn9a2u+SaYqeJFa/99mxSDg8YlF3NP0Cwq9hsDONVCS2/EGg0ndAeS8DSe+1HcA/aFkPW2Y8MrfT6oYzR3jmtTEO0vMgO/obdfbZp9PgLvsj+8CVp96gBAiUAjhZX8cAlwMZPTyc88oMhJycqCxEfVHMWwuBIeAdzgHD0JMTH99sqad2T33wAcfQGpq1++/+SaUlsLUa6dD9PehIRekZFxIPdcn1jKvZinNlmBI/QQqCjveqCuA/tNSDeWpbMowEUw1psSRWDxsanhu5GyXudPqbfJ/FpglhMgCZtmfI4SYKIR4xX7McCBNCLEXWA88K6Xst+QfFQXTp8PTT6N+SVcuhbAI6qxhPPUU3H9/f32ypp1ZRIRK9HPnqoEIv/kNXHUVPP44rF4NRg8BMTdAyHRoyAMpeWRsAW0mbx4Sv0R6+8GWj+FkccdJO1cARZ/pCqCvVOygotkDj7wDVIpBTBwVqtZkMpggsNtGiwGpV8lfSlkhpbxSSplk/3rS/v00KeUi++OtUsrRUsqx9q+v9kXg3+Wll+Cjj+CKK+CVV2DPAS9uvCWQK6+Em27q70/XtO7NmQPHjsGsWeq65P77ITMTRo2yHyAMkHgv+CVBYyFBZiuPjC3gi7IYvoq7DzzNsOUjqOrUutpeAeSuhML/6Aqgt2xtcGINy/cncjH7sMWORBgNake2wTMH3IYt38UlZ/hGREB6uvrjys6GZqsXz/9tEC+84DJ3bNoANWgQPPAAPPkk/OAHqjuqC6OXmgFsHgxNJSxMLGNMUD2PHxxF3bQF4OEJ33wI1eUd72nvBM57H/I/0hVAb9QcZkeRgYDi/SAgePhw9fO0WdUoHxfikskfwNMTbrkFnn0Wpkw1M2q8HuOvDRAmPxj2SzB4Ymyt4PeTcilrNPGnrJEwc74a87/5g1MqAA/7PICP1VBQvRTEeWnJX8OTe8dxi8cGZFg8WPyhtQa8o9WsXhfissm/C6MZPPQmLtoAYg6B4Q+DbGWsXyF3JpfyemYoe5qi4JKbwWCAb7qrAOKg8DPVD2Brc1r4A1JDEa+mt5JQf5ggajAmjlHfd7GO3nbukfy9gtXVkqYNJD4xMPxXYK3j4RGHCfNuZemOOFotQTDzZtVHcFoFYFRrAZ34Co6v0KuBnoO8rA389cgIFlu+UFf8YXGqo1d4QJDrdPS2c/3k7xkAYVc6OwpNOz9+iTDs5/jJMp68KJNDVRZePRwGfoEdFcDm97t2Agt7BVC6CY6+3LF7mHZGsqWGR9c2kywKSbFmQfwYdaXfXAqhM8DDx9kh9jnXT/5GM4RMdnYUmnb+AkZC8oNcHZLBVZHl/GV/JLm1XqoCuGQBGE2qD6Cy076/7YvBladC5j+hrbnLKcvL1QJzpd1Oy3Q/H2zexjdloTwX9om6e4obae/obXW5jt52rp/8Nc0VBE9AJP+Y34/cioeQ/Pf2OLXnr2+A6gMwealRQCdPdLxHCFUBVO6BI8vA2kh1Ndx5JyQlwb33QkoKLFgAFRXOKpjzlVXX89SGRmYGF5NSsxsih4KXBay14B2p7qJckE7+mjZQhEwhYvQdPDZyN6ml/rydbV8CxWeQqgA8zaoCKC/oeI8Qah5AdQby8AssnF+P2axmwe/ZA3l5amLk7NnQ5qb9w7/5MJXGNgPPR3+BaG2GxHHqhZaTautNF+vobaeTv6YNJKEzWHj5ZcwIKebZ9GgK6j3V9y3+qgnI2w+2rILSTmsB2beELM4+xtyEP7J8WQ2D7COf/fzg+efV4zVrHFsUZ1u9GsZdW8jnmU1Mrc3GO3Mnbf5hEBRhn9HrCUHjz36iAUonf00bYET45Tw7bwhIydLU2I45Xd6+qhPYNwC2roYTxzq9SZBZEM3kUYUYDv0PtFR2fokbb4SNGx1bDmdasQIeeqQZ67h9jAmo4B9X7MVXVvJ17kU0NQtoKrEv3ew6M3pPpZO/pg1A0clXseQSC5tLAnk7s9PuqWaLqgD8QyD1P1CQ+e1Lnp5QUhsFzRVw4Blo6hgiWlEBvgN3L/Jz0tICS5ZIJj+4j1Zp5flJB/Ar3gNeFuoCk9m1W4K0Quilzg61X+nkr2kD1G2zZjEz1sBTe+I4WtnpT9nTDDNvgqBw2PE55Kp1FEcMh4wMqGsLB2sNHPwDNBZz8iS89ZZabsId7NwJIZMK2VFYyq+G72OoVyOU5EDCWMaOM1KUUwm+CWCJdnao/Uonf00boAwGwZ9uvxyzyYOfb4untbXTcE6TF1x8I4TGwK4v4dheBg1SK96+9i/YmxnOyYoWMlf9gflzCrj7bhg2zGlFcajS+gbqkw8yOayRe5Py4dheNbwzfjRCgI+pxiX26D0bnfw1bQAL8zfz9E3j2VcVxLK9gdDW1PGihwmmXQ/hCbBnHWSmMXOGGtlz4AC8/cFgMjLg5Z8/zTOP5TitDI5kbbPxRtYeJDZ+PWQdBoO/ujOKTgGzDwf3NRMebYHAMc4Otd+ddRtHTdMubHNGR3Dj+Cj+ng4zQ9cxKVJ27DFr9ICp18LOL+DAZrC2kjx8KslJ7Ve1warzN+NptZSEf5LTyuEIy9Zlk55fyY9jyti/yUrEsH0Et7XSED2BLWuhqbqEpPnXqdVVXZy+8tc0F/DbeSOJCbLw071XUVlbCdb6jhcNRph8DQwZCYdTYf+mrss+ewaChy9kPAtVBx0fvIPsOH6SZeuyuGlMAI9MWc+4ScFYitLJrI3nL/8KobHBxtw5Er9419ij92x08tc0F+BnNvH3W8ZT0QC/PPIDbE3l0FrXcYAwwPhZagJT9m7Y83XXCsDkD6ZAOPQnOJnu+AL0s8r6Fn7273Rigyz8dvROMHoz3JKBt6GJhGsmsXQJzJtVgiV6klpR1Q3o5K9pLmJ09CAenTOMdceaeKV2EbRWqrXo2wkBYy6D5ElwfD+kfQG2Tuv+m3zBazAc+QuUpZ52/oGqzSZ5aOUeyutaWHb9YHxr08EUApm7IDgSj9AoBFL1l0R8z9nhOoxO/prmQu6aHsfskeE8t7GaNL+fqvVpWqo6DhACRs2AERdD/mHY8Rm0dVr22cMC5nDI+ieUbHB4/P1h2bosNmWW8eS8EYxu/VSt0FmYCY21qiIEaK1Wm7X4Jjo3WAfSyV/TXIgQgv+ZP4boQG9+tKqM4piHwdYMzSe7HjhssroLKMpWk8GsnZZ9NnqDdxQcfRUK1wzobSE3HCnlr19ncdP4aG5JroHqQ+AZAplp4B8M4fHqwNYqiLrW5Yd3dqaTv6a5mEHeJl66cyKNLVZ+uKqcppT/BmzQXN71wKEXqX6AkhzYugpaWzpeM3rZN4Z/B/JXDcgKILeinp+t3ENKmB9PXZeMOP4GeAZBYRbUVEDKZJXs2xrV3UDgOGeH7FA6+WuaC0oO8+PPC8ayN7+KX39VjRyxVG3y0nzKAv5xo2DSHKg4oVYEbek0T6B9Y/iCVZDz1oDaFrKmqZV7V+wE4MU7JuBduRGay8DDDw5tVctfRKeog5tLIXIuGD2dGLHj6eSvaS5q9qgIFl8xlPfSCnh1dzOMekw16TQVdz0wJgWmXAvVZbDpfWjqPEzUo2NbyKOvDIhdwaxtNh58J53cigb+97YJDPFtgrwPwRwBeRlQVwUjpqurfluL2qYx1D2Gd3amk7+mubCfX5XMnNHh/OHzQ3ye1QYjH1Xj+huLuh4YmQjTr4f6KlUBNNR2vNa+LWT51m83hbmQPfXZITZllvHUDaOYlhAEue/ZXzHCoVQIDIeIBPWtpmKImA0mP6fF6yw6+WuaCzMYBM8vGMf42EB+tnIPu4oFjFgC5jBoKOjalh86BGbcBM0NsHEl1HUs+/zttpBV++HQH6Gl2uFl6YkXNx5lxdYc7r04noWT1SY2lG8D7wjI2a9G+Ixsv+q3j3IKu9y5QTuJTv6a5uLMJiMv3zmRqABvFr2eRnaVEUY8ooY2Np5SAQRHwsz5avjnxvegulMnsRDqPQ0FcPBpaLqwNgB+Py2fZ9YcZu6YCB6bO1zNcchaDl4hajTT4R0wOAYGx6o3NBVD6GXgFeTUuJ1FJ39NcwNBPp786+5JGA0Gbn9lO3k1Rhj+S/BPhsa8rhVAQKjaFlIYYNN7XfcFBrWvbWsN7P8d1B13bEHOYG1GCUs+2s+MoSE8v2AsRgEcf0uN5DH5w+Ht6o5m5AxViUmbWrM/YpazQ3canfw1zU3Ehfjw1qLJNFnbuPWVVIrqBKQ8BIPGQH1O1wrAPxguXaD2Btj8YddtIUE1GwkPOPCU05eD2JRZxk/e2c3ISH+W3zEBLw+jauopT1XzFWoqIDtdjWwKCldvaiqG4MmqOchN6eSvaW5kWLg/b947heqGVm57ZTsl9UDyTyBkir0C6LTcg88guPQH4DtIbQtZmNX1ZJ4Batz84Reg6EunzAXYcKSURW+kkTDYlxX3TMbXywMaS+DYCjW6B2DverW89cgZ6rlsU6N8om9weLwXEp38Nc3NjI4exIp7J1Fa08T85VvJrWqFoQ9A2CX2CqDTeH6zj9oWMiAUtn+m1gTqzMNH7XiV87aaEdzWjKOsO1zCA2/sIinUl3cWTSHIxxNaa+Hw82qIqoe3qrDK8tVyFl72Za4bi9XQTkukw2K9EOnkr2luaMKQIN65fyp1TVbmL9/GkdJGiL9bLWxWn9MxEgZU08+MmyAsDtLXquGSna/yDZ5qKGjZFsjoujdwf/k4vZAfvrmLlHA/3l40hUAfT2hrUWsSNVeAVyi0NsP+jTBoMCSMVm+0WYE2iLqu32O80Onkr2luamxMAO/9cBoGAQte3EZqThXE3QrR10NDbtcJXR4mmHYdxI6AQ9vUzmCdm4iEwT56qBj2PQEn9/ZLzFJK/rE+m5+t3MOEIYG8tWgKARZPFUvOm2rtHu8odfDe9WrC2kVXqvgAmk5A2JVgDu2X+AYSnfw1zY0lhfnxwY+mE+zrye2vbOftHfkQcxPELoCGPHU13c5ghAnfg+SJcHzf6QvCgVoR1OgDh/8MOe92fX8vtVhtPLrqAH/88gg3jIvk9XsnM8jbpJadyHlHrUJqiVWjeQoyIe8QpEyBIHvbv60VEBB5TZ/FNJDp5K9pbi4myMLHP7mYGUkhPLbqAE+sPkhL2BxIuBsa87vuCywEjJoJYy+HE8fVUNDOy0GA2hfAMgROfAn7fwt1x3odY2FVIwte3Ma7O/L48WWJPL9gnBrV09YM2S/Bif9TTU/CAI11qnkqMFytXtqusQii5rrtuP5T6eSvaRr+ZhOv3jWJH16SwJupudy4fCvZhikw9EfQeAKsDV3fkDgOps2D2kpY/65aF6gzg31JiNYaVQHkvHv6OXpo/ZFS5v5tM9mldfzztvE8MnsYBoNQnbtH/gIV28EnXi1DIW2w60t1NzBptooD1LEmf7WUgwbo5K9pmp3RIFg6ZzjLb59AYWUj1y7bzJvHopEpP1UrYrbWdn1DRIKaDCZtsOHfqqnlVF7B4B2jrszTH4HiDT1uCqpubGXpR/u45187Cfc385/FM5gzOkJ1Nlfshj1LoSZL3WW0r8O/fxOU5qm9CnwD1fekhJYyiL+zY2N7DSEv0HW6J06cKNPS0pwdhqa5pZKaJh5+fy+bs8qZOCSQJ6/wYVTV31V7vmdA14Mb62D7p2omcMpkGDGto4O1M2uDWj7ZMwBiboTA8aqJ6BRSSv4vo4Rfrz5AWW0zi2Ym8ItZyZhNRnUXkvchnNwBnqFd3390j+rkTRynmqXaNZWAbzwM/5VbbNYihNglpZx41uN08tc0rTs2m+T9Xfk898URTja0cMtFgTwU/gFh3s1qr9/O2qwq8eYcUOvnTJwN3qcndgCsdWpjGWGE4EkQMh18YsAUQFpuJc99cYQdOScZFu7HczeNZky4B9Rmw4kvoOYICJNaYqJzIi8+riaihcerUUntlY/NCo2FMPYpsET1zw/qAuOQ5C+EuBl4EhgOTJZSdputhRCzgb8CRuAVKeWzZzu3Tv6admGobmzlr2uzeH1bDkYB348t5IHEQySG+nc9UErIPdgxo3bCbAiPO/OJbW3QXIqtrYXNZWGsOD6M9cWDCTFb+em4GhYOLcOzKaejucnDV80oPvXqvSRXjTzyDYRLbwaPTpuy1Oeo7Rlj5/f+BzFAOCr5DwdswIvAw90lfyGEEcgEZgEFwE7gFillxnedWyd/Tbuw5FU08PLmY7yXlk+z1cbk4HKui6/jmthKQsydJoXVVMCOz6GmHOLHqA3jTV5dziUlZFZ7s7YwgH9nh5BfbybYq4V7k3K5JzEXi0crYFAziA2eZ26uyT8CaV+AXxBc/P2udxtNZWpkz6gn3GqXLoc2+wghNnDm5D8NeFJKebX9+VIAKeUz33VOnfw17cJUXtfMu9uyWZ12hOxqLwxCkjyokYtC6rgouJ5on2ZCPRuIzlmPV85ubF4+lKTM5rD3KI7WmDlcZWFLsT/FjSohTw2t4dahZVwdU4mXsYf5SEo4mg77NkJIFEydp2Yit2trhuYSGPM7tfyEG+lp8vdwQCxRQH6n5wXAFAd8rqZp/SDE14vFs0by4BVJHNm9ki8OFLGrOopPc4N4N7vzzNnxjBXZPGt7meH7PiC77Qj/sS6gyGsQkwfXcmlkNZdEVBNhOcetIRtqIP1rtfF85FCYdA0YO6UyKVU7f/wdbpf4z8VZk78QYi0Q3s1Lj0kpV/fgM7q7X+u2ehdCPAA8ABAbG9uDU2ua5izC6MmwibczLPJzyF2JzSuM3MYgihs9KWs0UdHsgVGY2G+4H2vFNqaVbOQT4xMQkQhJ4yE46txG37RZ1W5cB7eoDDL2MkgYe/rIoqZCCBgNYVf0ZXFdzlmTv5Tyql5+RgEQ0+l5NFDU3YFSypeAl0A1+/TyczVN629CqFmz3lEYsv5JvFcj8f4hpx83dBi0JqimmqxdcOIo+ATAkBEQNkQtvtY+IaszaVN9CDkH1ebrrc0QGgsXXaWWnD5Vcyl4BkPSj7o/n/YtRzT77ASShBDxQCGwELjVAZ+raZqjBI2D0b+BI3+Dhnzwjj79qt7kCcOmwNDxUJiFzD2IyNgKGVtVog4IBU9vMBrV1Xx9lUr8bVb1PCoJ4kdDSDfnBrWvsASG/cItN2Q/V71K/kKI7wPLgMHAZ0KIPVLKq4UQkaghnXOklFYhxIPAl6ihnq9JKQ/2OnJN0y4slig1subY61Bh30XLaD7tMOlhYnvxCLbtHoHJWkuU+QRjYoqJowRjY60aAmprA4u/Svb+g9X4fbPlzJ9tbYDWKhj5KHiH9WMhXYee5KVpWt+SEko3wvE3wOAN5q4Twr5aCzk5cO1ciIiAujrYsBEKC+G++8DjXFtrWmugpRJSFkPQ+D4rxkDV09E+em0fTdP6lhAQdhmM/i2YQ9Qm7/YdvurqYNcuuO02lfgBfH1h7lwwmyHjO2f/dKP5pJoxPHKJTvznSCd/TdP6h0+MagaKu1UtDNdYxLHjNhISwHLK+moCGDMGsrK6PdPppISGQvXGUY+Df0ofB+/6HNHhq2mauzJ4QOTVEDgO8j/EV+zAz2QGGXZap63N1sORn9Z6tVhb8ESIu12vz3+e9JW/pmn9zzsMkn9M4CW/ZfOeFOrL86A+79uNYmwS0tNh2LDvOEdrrdpesq0BUn4KyYt14u8FfeWvaZrDBEYPwX/yz5iz9AQvPJ7KmNCvqaksZU+6JMTXm2GJPmA1qKGdsk2157c1qjebQyHuLgiZpNb80XpFJ39N0xxqyRJBbGwkD/zuRg4emMf4lDzuW5jH7bcewtBaALIVbE1qQbfAseCbCL5x4JvQ/T4B2nnRQz01TdNciB7qqWmapp2RTv6apmluSCd/TdM0N6STv6ZpmhvSyV/TNM0N6eSvaZrmhnTy1zRNc0M6+WuaprmhC3aSlxCiDMjto9OFAOV9dK4LnTuVFXR5XZk7lRX6rrxDpJSDz3bQBZv8+5IQIq0nM95cgTuVFXR5XZk7lRUcX17d7KNpmuaGdPLXNE1zQ+6S/F9ydgAO5E5lBV1eV+ZOZQUHl9ct2vw1TdO0rtzlyl/TNE3rxKWSvxBithDiiBAiWwixpJvXvYQQK+2vbxdCxDk+yr7Rg7L+QgiRIYTYJ4T4WggxxBlx9pWzlbfTcfOFEFIIMWBHifSkrEKIBfbf70EhxDuOjrEv9eD/cqwQYr0QIt3+/3mOM+LsC0KI14QQpUKIA2d4XQgh/mb/WewTQozvt2CklC7xDzACR4EEwBPYC4w45ZgfA8vtjxcCK50ddz+W9XLAYn/8XwO1rD0tr/04P2ATkApMdHbc/fi7TQLSgUD781Bnx93P5X0J+C/74xFAjrPj7kV5LwHGAwfO8PocYA0ggKnA9v6KxZWu/CcD2VLKY1LKFuDfwPWnHHM98Lr98QfAlUII4cAY+8pZyyqlXC+lbLA/TQWiHRxjX+rJ7xbg98BzQJMjg+tjPSnr/cA/pJSVAFLKUgfH2Jd6Ul4J+NsfDwKKHBhfn5JSbgJOfsch1wNvSCUVCBBCRPRHLK6U/KOA/E7PC+zf6/YYKaUVqAaCHRJd3+pJWTu7D3U1MVCdtbxCiIuAGCnlp44MrB/05HebDCQLIbYIIVKFELMdFl3f60l5nwRuF0IUAJ8Dix0TmlOc69/2eXOlDdy7u4I/dShTT44ZCHpcDiHE7cBE4NJ+jah/fWd5hRAG4AXgbkcF1I968rv1QDX9XIa6o9sshBglpazq59j6Q0/KewuwQkr5ZyHENOBNe3lt/R+ewzksR7nSlX8BENPpeTSn3x5+e4wQwgN1C/ldt2AXqp6UFSHEVcBjwDwpZbODYusPZyuvHzAK2CCEyEG1lX4yQDt9e/r/eLWUslVKeRw4gqoMBqKelPc+4D0AKeU2wIxaB8cV9ehvuy+4UvLfCSQJIeKFEJ6oDt1PTjnmE+Au++P5wDpp72UZYM5aVnszyIuoxD+Q24ThLOWVUlZLKUOklHFSyjhUH8c8KWWac8LtlZ78P/4Y1aGPECIE1Qx0zKFR9p2elDcPuBJACDEclfzLHBql43wC3Gkf9TMVqJZSnuiPD3KZZh8ppVUI8SDwJWoEwWtSyoNCiN8BaVLKT4BXUbeM2agr/oXOi/j89bCsfwR8gfftfdp5Usp5Tgu6F3pYXpfQw7J+CXxPCJEBtAG/klJWOC/q89fD8v4SeFkI8XNUE8jdA/SiDSHEu6jmuhB7H8ZvABOAlHI5qk9jDpANNAD39FssA/RnqGmapvWCKzX7aJqmaT2kk7+maZob0slf0zTNDenkr2ma5oZ08tc0TXNDOvlrmqa5IZ38NU3T3JBO/pqmaW7o/wGWChlHkSgpowAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def sinusoidal(x):\n",
    "    return np.sin(2 * np.pi * x)\n",
    "\n",
    "x_train, y_train = create_toy_data(sinusoidal, 10, 0.25)\n",
    "x_test = np.linspace(0, 1, 100)\n",
    "y_test = sinusoidal(x_test)\n",
    "\n",
    "# Pick one of the three features below\n",
    "# feature = PolynomialFeature(8)\n",
    "feature = GaussianFeature(np.linspace(0, 1, 8), 0.1)\n",
    "# feature = SigmoidalFeature(np.linspace(0, 1, 8), 10)\n",
    "\n",
    "X_train = feature.transform(x_train)\n",
    "X_test = feature.transform(x_test)\n",
    "model = LinearRegression()\n",
    "model.fit(X_train, y_train)\n",
    "y, y_std = model.predict(X_test, return_std=True)\n",
    "\n",
    "plt.scatter(x_train, y_train, facecolor=\"none\", edgecolor=\"b\", s=50, label=\"training data\")\n",
    "plt.plot(x_test, y_test, label=\"$\\sin(2\\pi x)$\")\n",
    "plt.plot(x_test, y, label=\"prediction\")\n",
    "plt.fill_between(\n",
    "    x_test, y - y_std, y + y_std,\n",
    "    color=\"orange\", alpha=0.5, label=\"std.\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1.4 Regularized least squares"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = RidgeRegression(alpha=1e-3)\n",
    "model.fit(X_train, y_train)\n",
    "y = model.predict(X_test)\n",
    "\n",
    "plt.scatter(x_train, y_train, facecolor=\"none\", edgecolor=\"b\", s=50, label=\"training data\")\n",
    "plt.plot(x_test, y_test, label=\"$\\sin(2\\pi x)$\")\n",
    "plt.plot(x_test, y, label=\"prediction\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2 The Bias-Variance Decomposition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dXoEh82Tnt7k9Ydenpx9EKaWUUkoppZRSZ5F9bbyJYRhfA2OBVNM0O9TwuAFMAkYDhcDNpmluqI1jqzMQ83+Qvkp2FBvw55lVGCX8CqtuAqcA6PIGbHhQdg4bNPPI2UimDQoSIGebDKUuToOUhRI4WezBMxysBbDuXgl2LE7g3BjcQsCtObiGgHsLcA6QwdKFB6EwEcpywbCT9zAqbi5B4BFWdfzSHCg6BIWHoChJbuUlUnG073swrbDubqly6jMFHNyh328wN1LWG3YHxL8n1UdR30gIdDoCh8l8pVU3wbp75GfQ8/MTV2IppZRS/6LXYEoppZQ6m2olNAImAx8C3x3j8YuA1hW3XsAnFX+qurJ3sgQg9m4wcq2ELaej4CBsfBQSfgHnIHBvCTEPgOEg4c+CgTK/x5ons46sedKG9m/2HuDZFhw8wFYibXO2EnlN0WF53REM4CQrdOxcwSyX9zueygKiQ3/Cr54Vn6cFeHeFpBlSDRXxBOx4HUqzT67l7licG0mgtvVl2PKc7NLWfxo4+5/e+ymllGqoJqPXYEoppZQ6S2olNDJNc6lhGKHHecqlwHemaZrAasMwvA3DCDJN83BtHF+dorQVsPo2+XrQHHD0OvnXFqVIZVDKYkheBAV7qx4ryYLU5dLa5dIYCvZXhT2GnQRJRwVGBnh3lpk/ds4V4U6phEWFB2UmklltSLXFWaqMDHsJbsqyKt7GAfyjIKCPhFUH/4KiBHmsvIah0xZHcPAEOxdpDyvLrVhrZRBlQnGS3CplrpEbQNJMmB4MLa4Hn67g3Qm8O55a+GZYoOOz4NEaVt8M86IkSPJse/LvoZRSqkHTazBVZ2w2KMyAklywlkj1trVUrvUc3cHZS25OnmBXW7+nVkopda6dq3/Bg4GD1b5PrLhPL1jOtfz9sGQMYIPwR6FRvxO/xjQhZRHs+gQS/5Bgx94TnCp2Qgu9AVreDqtvhMIDkrsUJcs8o8BhEDgUfLpJmJS8SFrP8nchI7VskL1JbgAYEgiZ5fKYYSdBkeEgu5nZKsIkkGodn8Hg5CdtbhlrIW1Z1boNO/BsB4HDJRgrOgxpqyB3qwRTJelVx7RzBZdg+bP4kFRH2buDNR88IyD/ANgKjjwvpRkQP6nqe0cf2SUueIzMQHLyrXrMZpVqotJMwKyYY2TKsRv1h6GLYdk4mBslFUyBQ07ih6mUUkqdkF6DqdNWbjPJTEuiYF8M5Yc24JC1B+fCJFyKknEtTsHOrKF6vCYuPuDXquIWBn6toUkX8A6p3c1OlFJK1bpzFRrV9F+DGnuLDMO4E7gToHnz5mdzTQ1PWa4ERmV54BYKnV868fP3fAO7P5Fh0I6+EP5/0PxK2P0F7PlCwpGsWFg0UF7j3VmGYDe9BOxdwVYOyQtg1Y1SnVOWI89zCoCml4JXe3BrCTlbYO83kL9HwiGQ0KbZZdDiRhmOXV4ExakSGmVtgswNUvGUurjaog0JkwwnqTTK2Qq5244xvNoABx8wS6U6qahAZihZnACzqkoqd7t89oBhkLJAnmvYS0hUklbxefzBtRkcngsHpgIWcG0q85isefK5amrLq2TvAW4tJHRbNBy6vQPhDx7/56OUUkqd2Eldg+n1V8NWXFZOfHIe8YdzST2wA/dDSwjJiaGtbTdNjAwCKp53yPTjgOlHktmcw2ZXkkxfck03SrGnFAdKsceKHe4UEexSRjNXK0HOZTS3zybYmoTn3iVYYn+sOrBnMDTvDSG9IaQfBLTVEEkppeqZcxUaJQLNqn3fFEiq6YmmaX4OfA4QGRmp20rVFls5rLgGcncAJkR9fex5PKYN9n4LsU9KSOMXBb2/g+ZXSFvXqptg/xSpyjk8R8ISgFZ3Q89P5OvcXbBvMuz7TgZV27lI6OPUSI4dPEaqbQ7Pg60vyDBol2AJS5peJqHQwWmQ+JcMqXYLhZa3Qtgt0g6WsQ4OzZBqHwCPtjL0OmMDFCdX/zBVu5PZuUBAfwi5Bvy6ywDwynNQlgsJv8Per6R9z8lfQquC/XLsgv1w6C/+qQ7CkMDIzgPK8+T7rI0VbXj20lJXmCA3i6NUWjUdD94dKi6GKm82qUDKjZOfTWm6BGsbHoIdb0LY7dD8cvDqoBdRSimlTsdJXYPp9VfDUlxWzoYDWazam8H6Pcl4HFrGADYwwLKZ5hb5hVi6QxPSvLqT5NcBW+POODXrgoe3P4F2FprZWbCzGDjYGZRYbeQVl5FTZCWvuIzswjIOZhZyILOQORmFHMgsICVX5koaBnQMsGNoQC6D3BIIL92C0/7lsPU3WZhvGLQfB+3GQWBHvfZRSql6wDBrabvvin76GcfYuWMMcD+yc0cv4H3TNHue6D0jIyPN9evX18r6GryY/5PB14YFQq+H3t/W/Lz0NbD+AchcB/69odt74F/xoypMhkVDpfIGIHCUhD8b/k/a0AbOkBaxrS9IxY1hgUaDJVzJ3ixtbD0+kmHXaavkdRlrJHRq/5SEQv8OssqL4eAfEuYkL6i4s6KtDSTQCrtNHkv8o2LYdcWQ7MrwxnCQmUnWfKk8cvKHNv+BtvdLtRBASSZkx0L2Fllb2lLZXe0f1Y55hH/dbzhUtNaZ0GS0VFMlzZLAyTSlcqrTS+AVceyfVU48LL1Edper5NMVOjwr73cmu9wppVQ9YxhGjGmakXW9jvNZbV+D6fXXhSmzoJT525OZtSWZ1XvS6GzbwTj7lYy1X4unmYfVzpWSZn1xiRiJpfVQ8G1Za8fOKiglNjGbTQerbtmFZRgGdG3qxaUhZQx33kZQ0nyMfcvkWsq3JXSYAN1vBq/gWluLUkopcbLXYLUSGhmG8SMwCPAHUoCJgAOAaZqfVmz3+iEwCtnu9RbTNE94NaIXLbVk95ew9g5waSIhzNg4GSZdXWmWBEv7vpWt6ru8CaHXym94yvIh7h3Y+pK0jnl3gt5TwK05zO4KmNDzM3nO4bkSyrR9SJ63/j6pVor8UMKd0izY9KS0trkEQ8fnoMXNYOd47PWX5ULcJNm1zFptrpCjr1T2lKSBpXLItgWCL4Gg4TLoOn0VpCyRAKYyQMKQljQAw7Hi+2o7q1kcJchy8JS5R5UzlBz9ZP3OAdLCVphw7DVbnOV4Zjk0HQcRT0LSnxD/AZQXQMtboOPz0sJWk/JiWDZBWvqaXS6hW94uGbbd4Vm5T8MjpdQFQEOjM3M2rsH0+uvCkVtcxozYw8zacphVezPws2Vyj3s04y3ReJWmYDq4YoSPgY5XQMvBYH+c67FaZLOZbD6Uw+K4VBbHp7I5UcYXhAW4cW0HN8a7xeKzdwbsXSLXO+FjoOcdENpfq4+UUqqWnNPQ6GzRi5ZakBkD8/rIDl0526DXlxLeHPGcDRJQFB6EiEeh/dNSDWSzwp6vYMtEKE6R5za7Avr9LF+vvB4O/AR+PaRiyMkfIh6DVvfA/u+lxcolWAY7+3SVNrONj8ow6LYPSWji4H7stZeXQPz7sP01eY1hJ4GOd2dpT6O86rkWZ/Dtxj9tYtV3THNuLDOUSrOkdc0s/9eBDHnv6ru0uYVAo0HQeJC8du2dUnlkcaqoZqo4JjZo+zDs/wGKKsIlp8bQZARkxFRVZWGATxepcMraJHOiDAu0eQDaP1PzDnblpbDqekj4VaqT3FvA1hellc2rnVSBBQ0/9vlTSqnzgIZG9Y9ef53fTNNkc2IOP6w5wN+xhykqszLWO4H73BYSnrkEzHKMVkOh09UQPhoc3ep6yaTllTB/ewrTNyaybn8WhgFRLfy4uR0MK5iJ3abvoSgLAsKhzwOydt2RTSmlzoiGRkparuZ0lwoca75U/gxbUlWhYpqw50tpR3MOgH6/yrb1AOlrpTope7PsQJYbB0EjYeBfsq38ri9g3Z2ABRy9od0T0PpeCV/W3iWhUZMxMgupvFDmIKUsknaynp+CT+fjrz1pDsT8R6prnPyl4sfRR4IfO1f5uuiQhEg2K/+0iDkHSqVR4FCpPspYK61hORXhjWeEhC95u6re2ylA5gm5hUCru8DOTdrTUqOrdljziICCfbJ7G8jndAmW8+rSBIZFw463YPur8ridCwz4Q8Kdfd/Dzo+hKFEecwqAFjfJLKPEafL6np9Jq9+/2ayw+mYJpbpPgtb3wcHfYPNzUj0Vdht0fbvm0Ekppc4DGhrVP3r9dX4qsZbzx8ZDfLfqANuScnF1MHimxS4uK/gZ14xt4OQFXa+HnrfXautZbUvIKGT6xkNM25jIgYxCAjycuKVHY2702oD7xi8geYusf+ATUiFlsavrJSul1HlJQ6OGzrRB9CWQPA8CR0LyXLhok4QYIFvKr7tX2tECh0OfHyQ4KsuDzc9KhY9LkFTGbP0feIZLMOLgXtHudidgSvjR9S1w9oeCBFh6mVT6dHweOvxX5vmsvlnarbq+Ba3uPH5bVf4+mXWU+KeEMiUZFZU9pgzRdvCE/N38M7fI0Udatbw7wuH5kDRDgiR794rqJIsMv242AZqNq2oHM00JhWKflhY21+by3IL9ENAPenwqc4cOzYSNj0jABFTNMKo4voMPlGVJeNPrSxnEvWCAtKABdJgInZ6Xr1OXS+VQwYGq92o0QL4v2Cczn7q/B06+R54TmxWWXwmJ0yHqG2hZcT63PC/Dsp2Djh06KaVUPaehUf2j11/nl8JSK1PXJPDFsr2k5JbQrrErT4XE0SfpG+zS42V7+6h7oNNV4HScCu96xjRNlu5K56vl+1i6Mw0newuXdWnCQ833EBjzDqRskc826EloPx4s2ravlFKnQkOjhm7ry7D5vxD+KMS9BRGPQ9fX5bHiNFg8UtqkOjwnM3IsdhKQrLtHdjtrfQ+0vku2f7dzhRGrJIxZe5dUumCBvj9ByBXyninRsPwKCXh6T4GgEbDpCYifJG1ZfX8GzzbHXq+tDLa/LnOTLPbgGgq52+Qxt1bg7CdVQ5iyjmaXy0DvwGHS235ohrTSJc3mn6ojixO0fUA+n4Nnzcc1TQljNj0pwZBHa5nBZC2QQeDpqyUoa/cM+EVKxc++b8FWeuSgbbMMen0tu7sVp8GsjlUtfU3HQb/f5BzbyqQiacvzgCHVUNZ8cG8lgZmzP/T4RAZmV1deIiFgygI5l80nyP0Z62D1LdJ62OImGTRuX/dl5kopdbI0NKp/9Prr/JBbXMa3K/bz9Yp9ZBWW0buFNxNb7KBt/CcYGbshIAIGPArtLzvvq3F2peTx9Yr9TNuQSFm5jcu7NuGJ0N34r38HUrdD054w+k1o0qWul6qUUucNDY0asuSFsHgENL8S8vbIrKKLd8qcoqLDsHCoVNT0+1WqU6wFEPOQtKp5tYOeX0j72NwoaQEbvlK2tl9xDRQeAmzQ50cIvVpCl50fSXWQRxgM+FNat5ZfKRVHbf4DXd84ele06rJiJfjI2ghenSAvXsInBx8JnNKWyhwiOzeIeERuDp5ShbT7Mzl+UZJURrW4WYZM20phy3NwcBo4+UG7p6R9zt6l5jXYyuTzb3keitMluLKVyjF7fio7oWXGQOZ6CZJSFoM17+j3sXOR9jN7dwmhTCtggkdbGBUDDhWBTm48rLkD0pZJFVdRMpRlg4MXlOXIrKOubx05INxaIGFfxloY8Bc0GSX3l5dI2Lb9FWlBHPCnDClXSqnzgIZG9Y9ef9VvJdZypqxO4INFu8guLGNoeCOeaJtCm9jXIXkzNO4AAx+H8IsvuOqbtLwSPo3ew/erD2CzmVwVGcxjgTF4r3gFCtIh8hYY8iy4+p74zZRSqoHT0KihKkyC2V0qdjB7ENbdDVHfQssbpX1s4VAZBj1wBjQeKNVGK66REKPdE9DxBal+WXmdDLkeOBOyNsgwbOdACZHCbodeX0hYsf4+qfAJvhh6fy/ByvIJgCGtVE0vOfZay0th2yuw7WUJW6AqiPHpDjlbJTyyc5W1tX9GflOWswPi35NZQeVFEDhCKoqCRknYU13GOoj9r7TpuQRDpxckWKrpN27WItjwMOz+VL63c5XPUdlqVsm9lVRNFSTIGqsznKRKyJonc6Dy91R70AKh10Hb/4Bvd8CEnR/CxsdkJ7igUTLjqCxPHvPtCQN+P3KHtdJsWDhYfl5D5kNA36rHkmbDiqulwmqE7ZD/AAAgAElEQVTA9CMfU0qpekpDo/pHr7/qJ9M0mbH5MG/MjeNgZhH9WvkzMcpC69g3Yddc8GoGQydCh8svuLDo35Jzivlo8W5+WpeAYRjc39ufe8xfcYj5Epw9Ydjz0O0m3WlNKaWOQ0OjhshWLhVG6atl4HX0xeAWCiNWSuvToqESOgyeA369ZG7RpselEqf3FAgcIu8T955UDrV7SnZFS1kkVUtZmySkGbO1Ykv48ZC2QsKcTv+T8GjdvRKoDPwb3I8zZDFrs+y+lrNFAqPyIsBeQh+LQ0V4ZEDYHdDjQ7kvdbnsHpY8T1rUgi6CkKtkgLVhL5VUDh5ShWTvfuTspJRoaUHLWA1e7aHL61I9VHkxkb0Vll8tLXFe7SV8K8uSx+xcZX1O/jI7qHrr2JYXpaLJNRQK91c8303a+Xw6wt7JUkXl6Cszlip5tZN2stDrpY1txdVSmRT+sMybqgyu7D1g4B/QeHDVa4vTYH5feb/hq8CzddVjOXGw9BKpJOvxKYTdenJ/d5RSqo5oaFT/6PVX/RN7MJvn/tpG7MFswgM9eHZYMH0PfALrvwJHD+j/MPS6Gxyc63qp51RiViFvzY3nj01JBHo680o/OwbveQPjwApoORgu/RC8mp74jZRSqgHS0Kgh2vYaxD4lA5lz42VI8og1srPWwiFStTN4noQ5K2+QodFNxkpFkLO/vEdKtIRLAf0hd6cEJ5EfSui07SUYNEvawKIvhZJUiJosQ6Y3Pgbx70q1TN+fjr2bl2lC3Lsy78i0ATYJaXJ3AmbVtvdOAVJtVJouFT0l6fwzq+hkOTcG12bSquXaDFxDZPe1/T9AwV5oNAi6vAHpK2T9mBVtcK7Sttd0vFRWbXle1urgKVVare+T+VCVs4MqgyPfnpC5tur4nV6C9k9L69iW52Q3uaSZgEVCo5ytEmyFXAsRFedv72SpEIp4AjY+KjukAbR/VqqkKkOuvN0wrzc4eEtAVfnzA/mMy6+C5Pnyvl1e19+0KaXqLQ2N6h+9/qo/corKeGtuPFPWHCDA3YnHR7ZlvP0KLPP/C4UZEHkrDHoa3Pzqeql1KuZAJs//tZ0th3KIbO7N+6030mTtK1JZPupV6HKdXgsppdS/aGjU0KSvgfn9oNl46Pg/mN1Rqlg6vwrzomQeztCFMrR56aWQvxe6vS2zcyr/I1p4COZ0k6qdkiwJIgb+LY/NiYSQa2QHspU3yK5lA/+UWT0rrpYwpM1/5D3/3SJWqfAwLBkF2Zvle48IGTKdua6GJ1sknCovkooaOxcIGADBo+V+w0FmJ1XeTKu0dVnzoCxX5gIVHZZ5TgUJUJgg56CSvRtYSwBr1X2e4RKyhFwN9q5V9+fvhzW3yhwjtxDZ7cyjDfT7WWYuQVVw5N9XQqhKAf0lqFt7u4RVYXfBns9kzT2/kkqrXR/LTKWw2yRAi31KAqq+v8gxt74gYVbwxTDgj6oKqrSVEgb6RcKQBWBX7beLNivEPCjv3fo+iHz/+LvWKaVUHdHQqP7R66+6Z5omf8Um8eKMHWQWlHBj71Ae62biNv8JOLAcgrvDmHd08HM15TaTX9cf5M258WQXlfFoDyfuynobS8IKaD0SLnkfPALreplKKVVvaGjUkJTlwqwugA0u2iTziFKXwUWxsPIaCWmGLZUqmZXXycyb/r/Jdu+VykthwUCZX2QrBb+eMlDZyV9Cp4IEmWW0/VVpbRswXd5nyWgZDh35IbS+u+b12cpla/sdb8kaLc4SalQPbADcWkLH58C5kQy4TvxTKo7aPSk7uZ3JrmCmKdVK2Vtk7tLer2XmUHWOfjKDKXgsBA6XVrd/Xm+DXZ/AxsclZDMcJNDq9o7sNGcYsHkibP0feHeG7FjADiiXzzB0May7CzI3SPXR5ucAQwZa+3WT3e72fA5YoPlVMvy7KElazAL6wPwBUtnl0RpGrgfHit3gEn6VoePNr4K+U48MhkxT2g93vAWt7pRd2TQ4UkrVMxoa1T96/VW3krKLeOL3zSzblU6npl68cnFbOuz7Cpa+BY5uMGwidLv5gp9bdLpyisp4ZeYOfl5/kDA/F75ut5GQjW+Ckwdc/gW0HFTXS1RKqXrhZK/B9L82F4J190LhAejzg8wzSpol28xvelx22uo9ReYARV8iQ5xHrT8yMAJpF8tYLYFR86tg6BJwCYS4dyRk8WwjgVHo9TIvCQMWDpIdz/r9VnNgZCuHba/DLx6w4w3+aS9z9K12oWPI8OgeH8PQRZAaDdFjIXmRVExdsgciHj7zbeQNQ45bsF+Gb+fGSRta1PdS0ePdWXaI2zsZll0Ov/nBopEQ/4G05hkWaHMfjI4Fn66y05mTnwwCX36FzIrq+LwEQtmx4NocCYwaQ0maDCcPvUFes/sLGSSOCUsvliqxHh/C2J0Qeg3s/15CKq8OUuG08yM5DwH9ZO7RH01lxzmA5ldIi13CzxD7zNGfucsbsqbdn8Oa2+RnopRSSql6xzRNpm1IZOR7S4k5kMXzF7dj+ngPOsy6DJa8Cu0uhfvXS0uaBkbH5OXiwOsTOjHltl6U2GDgsnA+CPscm7M3fDcOlrym10NKKXUKtNLofLfve1h1o+x61v5pmN1ZqoaajZMKk86vQ85maY0KuUbmHVVvvQJI/FuGJwN0mAgdJ0rgkLsTZnWScKUsGzq/IruYFRyARcOkcmnAnxA49Mj3y9lZsd39dDBL5T5HX2n9yt4MB36seq5/XwmMEn6FuLekOqbNfTKEu/qcnjOVEi0BT842+d4vCgbPkja7SulrYcNDkL4KnBqBnZO0t1U+v8X1MhDc0VeCp63Pg4OPBEZuzaDfL+AbKQO3d7whw7it+RWzjGYDNpmTdHiWvF/r+2HFFYAhQVyj/nKs1GWw+lbI311VtdR4KPT/XaqZdk4CLDKLquWNcs7W3SvDs3t/L+uszjSlAmrL87J7W9TkY7cQKqXUOaaVRvWPXn+de+n5JTwzfQtzt6UQGeLD25dHELL1Y1j+Drj4wth3IWJsXS/zvFNYauXNufFMXrmftj4GU5v8iu/uaVJtNP4LcG9U10tUSqk6o+1pDUH+PpjVWebqDF0Me76AdfdAyHVw4AcIHAYFhyBvh4Qzvt1kdo6tVG6GBcpLJLDBBkEjZft6J18JQzY9CXlxYHGR1qdm42S7+0XDZT7Q4NngHyVrsZXBwT9h28uQvalqjYYddH0LPFrB2rtlsDQAFujyKjj6w5b/yvyhkGvkPreQ2jtHpVnSUrbnS9mBzVYGHV6Ajv+tuVXLNCHhF3lNYYK0qfl0hcNzJPAy7OU8tbxJ2s5W3ShtZA4eUFYAPT+BlrfKEOu4d+RzYoOu70rIVJYDHuFyXts8IK1+q66XtY3cCD7tZR3WQmnpi39fWgRLM8EzQgaRp0bDqpvkfTu9BB2ekc+1aIRUiw1fDr7dj/5s216RaqSw26Hn5zoQUilVL2hoVP/o9de5tXBHCo//tpm8YiuPjGjD7W1LsJt+B6RshU5XwajXwNW3rpd5Xlu7L5P/+3kTKblFfN5hB4P3vonh7A1XTYFmPep6eUopVSc0NLrQ2cphQX9pU2p1lwQciX9U7EhWw8/UzkVmENk5ynb1hoMER0VJ8nzDXoYt1/RaAAcvCS8KD0oQ1PpuGUzt6A2H58sMotIMea7FWd7bvYVUw+z9Wtq+DHsZWO0SLOFQ3HsyQ8mvF3R7FwJ61975qQx/Yh6U9jDDQc5B35+gycgTv95aJKHP9lclkGn7EARfCof+hANToTBRBnKH3CDDrA/PlvNTki7zg7pNkpa/ne/L+xn2MHghrL0V8vfI+SzLgV5fy2s2PS4VXWPjpGqpUurSiqqjffJzc/KDQTPlMy0eJT+zsNtl9lFppgwsxyZzj1waH/25Yp+VXfA6Pi8VZUopVcc0NKp/9Prr3Cgrt/HGnDi+WLaPiCBP3ruyM20TfoR5z8r8nUs+gPDRdb3MC0ZOURnPTN/CjM2HmdA0h9fKXsM+P1kGZHe+uq6Xp5RS55yGRhcia5HsppW6GPb/WK1qh6oQws5VdtEy7GVAdo9PIfSqI3fWAihKhtndoPgwhN0JvT6TwKk0F7Y8Czs/lJCpyxtgK5IB0gm/yXPs3aRd7Sj24Bwg79l4sLRfbfg/CVgwgHKp3HEJgn3fSXjU9Q3Zraw2BzQXJcOaOyBpBrg2k13hvCKklc4j7NTeqzBJKn72fQvOjaHzyxIUpcyXWUOH58hn8+4EOVsrzk2ODBLv95uETrs+kfdy9IER62UntdTF8jPCgOHLYP9UCZgcfWW2kXO1rXNLc2SAedJMsHOTc9X/dwmRFg2TIC5whNyXtwvm95U2uSELJCSszjRlttHeb6DnF9Dq9jM500opdcY0NKp/9Prr7EvMKuT+qRvZdDCbG6JCeGagL84zH4DdC6D1CLj0I22dOgtM0+T3DYd47s+t+Fny+avR5/ikroG+D8HQ58BiV9dLVEqpc0ZDowuFaYO0FRKyJPwiQVBlVZBnhMwDcm4Es7tKYFOULK1Shh0MnAn+PY9+z6LDMDdKqpP8omDESmlVshbBmtulkgZgaDQ0HgC5u2DhQDlm1HfSzrb3G/4ZbG3nCm4tpILGVvyvg1XsIAbg30/Cp/ICCH9YhnU7uNfu+Ur8Uz6DNR+8OkHmWmh6qcz6qb4b2qnKWCdVS+mrpF2t+ySZQZS3R2YJ7flKWuEsThLiGPbg6CXB0d5vKs4X4NEWRq6BjY9JOyHI/KTRm2Xm0sHfJegaGw/2LlXHt5XLnKhtr8j5tpXKbCK35hIc2UoluBqyAJLnS8jU+l7o8dHRn8VWBtGXynD0AX/IbnFKKXUsG5+Qf+/O0r8VGhrVP3r9dXbN25bMo7/GYprw2uWdGOO8Bf64G0oLYMRL0ON2bSE/y/anF3Df1A3EJ2XyW8gfdEmZBm1GyZwjZ8+6Xp5SSp0Tunva+a44DTY/D3+1ggUDZHh008ug/1+yk5lLIAxfCo0HwtYXJVwqTJTZOPYeMHxFzYFRcRosHCJtZo5+MPAvuTApSoaFgysCIwu0vE0Co/y9sGiIDNcOGAxLRku7GTYJO7pPkmCkJFmqWrq+DW6hciyLE/8ERgDpy8GaJ+EGpoQbxWm1c76sBbDmTlg6DpyDZG5Q5loJpvpPO7PACMCvh5zTPj9AcYr8TOb1k0Hkpg0aDQbPcPnaLAdbiXy2BQMlaHIOlPfJi4f5/SDkWpmtBFCSCotHQp+pMnuq8KDMjaoe6FrspMqp709yDMMOVt0gIdzgeXKus7fA/P7QeAhEPAq7PobdXx79WSwOMrTbpyssv1J2b1NKqZqU5cGONyFzQ12vRKnzXrnN5M25cdz5fQwhfm7MuK8XY1I+galXgEcTuDMaet6hgdE5EOrvxu/39OGy7qGMOzCByd73Y+6aD1+Pgtykul6eUkrVK1ppVN8Up8suYjs/lGHIgcOgxY3Q7DJpfdrwKMS9DYNmQ5NR8j/886IAi7QtuTaVodjuoUe/d0mmBEY526QaZtAcme+TuVF2TyvJlIqh4iRpkSovkBCiJB1sNjBL5H2cg2SntrDbpFpmw8Pg0UZ2Cds5SWYaWQsk2DCtgCkDr0OvlQuh9DUyy8hWsbOaVztoNLDq5hJ4aucsYz2svBbydkPLm+HwAihNh97fypb0Z6IoRUKfrE2yi1lWLBTsO/I5hr3Mb3LwljbA0kzZec4sq3qOU4C0rVV+5kr2bnKuQIKnQTNgRrgER23ug8gPj15T1iZYMlbCK9MqYZJfVNWMI48wqThac7vMRBqxCny7Hv0+xakwr4+sa9T62h1ArpS6MKQuk5B84N9aadSANMjrr7Mst7iMh37axKK4VK7u0YwXBnvjNP0OOLgaut8iw64dnE/8RqpWmabJT+sOMvHPbYx23cHbvI2dizfcMA0C2tb18pRS6qzS9rTzTUkG7Hgbdn4gIULI1dDhOfAKr3pOymJYOBRa3yNtR6Yp82vS1wA2+Z/+YdE1/89/aY5Ur2RtlGCh1R3Q8zNI+F12AHPyk/eNfVrmIAVfCnO6SLBQORzbJRg6/FeCGQxpp9rzlcwpshZJJVHlbCV7D6kqAhnU3eU1GZpdqbwEMmMk1EiNhrTl0lIG4N1R3jNwODQaAPauNZ8z05Rqmg0Py7yhsDthx2sS3gz8s+YdxE6kMAlSl8iaUpdCblzFA4ZUeHl3AZ/O0hpocZJd2RKnVQz3fr0qGLOVy7p2flB1/vz6SqVRabp83/wKOV9Js6vmU1mcIWiEzEqylUKvbyDs5qPXmb9f/i4UJkhwFPEY+PaEFVdIiOXaHPr/CtGXSJA1Kkba5f4tdyfM7QnuYbLrWvWWOKWUintPZtNdliTz6M4CDY3qnwZ1/XUO7E7N587v1pOQWcjES9pzvW88xvS7pIr74knQcUJdL7HB25yYzT1TNhCQH8dPbm/jbFjh2p+heVRdL00ppc4aDY3OF6YJB36C9ffLTJzmV0LH56T6prrSHJjVCeyc4KKNUqFycBosu1wed2kCI1YfufNWpbJ8aX9KXyM7alkc4KLNEP8ebJkI/r1l5s+C/hJ+dHsPFg2VFiuQAKLTixB6jby2OBWWjZdZS83Gw+GFYCsEm1Va3mwlEhi5NIW+P0Kjfic+DzarBFopi2Q3trTl8j4WRwmOmoyR33J7tKr4THky7DrhZ3nMp5vsCuYbKXN6XJuc3Pm3WSFjDRyaCUmzpJoIwMETAvpJ5VNAPwmK7N1qfo+0lTLvKHO9VPx0n1TVGpixARaPqNpZzs4dyouQtj0LDF0gQ8P3/Qirrq14jkvFcypETYGW1x193MIkmWeUt7NiF7U7ZJ3r75fz5hwIXd+UKqyml0obYU0l74dmQvTF0OIGmZOkZfFKqUorb4CUhRIanSUaGtU/DeL66xxZFJfCgz9uwtHewsfXdqFXwpcQ/Ro07gBXTAb/1nW9RFUhs6CUu7+PIelAHH97vYO3NRXj8q8gQmc/KqUuTBoanQ+KUmDd3ZD4h2w73+sLqbKpyepbZQev4SvAP0qGGU9vKvNwHLxhzFZwDT76deWlED1WLvqDRkkwMmgW7P1WApcWN0rF0ZYXYPtrEr5kVcyucAqA7h9A8wlVu0lkbZLqlZJ0WUfK4qqQw7+vBDCmVSqloiZLyHU6rIUSHB2eJ2vO3SH3e7SR4yYvgqIk6PQC5MTDgSnQ/CqI+ubE1TLWIjg8V4ZOJ82UsM6wk3CoyWhpCfTufGo7aJg2GVa+6SkoTpbz2vlVCa9KMmHZBNkx7d/sXGF0rIRhh2bKzwrks+TtlCANZP5Qp/9JQFY91ClOh0UjKsIumxzXpSlsf0V+Lk4BEgZte1nCwPAHa17/lhdl0Hb396HtAyf/uZVSF7aZ7cGtJQz6+6wdQkOj+ueCv/46Ryav2McLM7bTLsiTL65sTZOF/4Fdc6HztTD2HXDQ6t76psRazjPTt7IwZjvTvCcRWhKPcfEk6HZjXS9NKaVqnYZG9Vn16iJrgVTxhD987JAi8W+ZOdT+aZlfA7DxSdjxOmCRnbY8W9VwHJu0nu3/Ado9AdtfhxY3Q/ZmCSO6vAoRj8vMnvn9+Wc3NIDWD0DkpCMDioPT5LfODh5SyVJ4UO53DpTh1xmr5ftu70L4Q2d2jv4tfy8cmgW7P4ecLXKfg6e0c5WkQvtnJUA6VpWMtUBCmcqgyFog29sHXwzBY6QVrnr73Okqy5MdzuLekaqs9k/Lz9awlx3T4t9D5s9XO9fOQXBxvJzX3V/D2tvk/o4vSjvb/ikVO+ZZJTzq8KxUDhkVc+xLcyB6jFQ8YcqQbYsj7Jss58ctBNxbyuDx4cskdPs30wZLL5NzM2ShDFhXSjVs1gL41bPi39fnz9phNDSqfy7Y669zpNxm8vLMHXy9Yh/D2zXm/SFOuPx+A+QclNlFujtavWaaJp8v3cukOZv43v0jupfFwKjXIeruul6aUkrVKt09rb4qL5UBxSuvBY/W0mrW7rFjB0bF6bD2Dql86TBR7svaAjvekK97Ta45MALY9IQERh2egwO/SOtZ0izI2yW7pgWNgpXXy1wkbEDFGrpPgh7vV13QmCZsfVla4Zz8ZU2FhwBDKl/KS6TCCAv0+bH2AyOQFrn8PRIY+feF9v+V1rKSVHl85/uw5lZImiNVWCDn+tAMWHEdTGsMK66SeUWh18OQ+TA+GXpPltlCtREYgQQ/XV6FMdshcATEPgMzIqSarNs7UtVlWMBwqHpN8WGY20uCm1a3Quv75f4tz8rfEd9ICYz8eksotWw8zO4CSXPleY5eMtTcr6dUTB2YKpVfQRfJXKSCfVB0WH7+y6+U+Vn/Zlig93dS8bT8Cig4WDvnQyl1/sraJP8u+Xar65Uodd4oKi3nnikxfL1iH7f0DeWzrgm4fDsCygrh5lm6O9p5wDAM7hoYxqQb+nFryf8RbekFc56A5e/W9dKUUqpOaKXRuVSaLcFLyiKpFunwHFjsj/1805T/yT/0J4xcDz6doCgZ/m4L1lyZ9TMsuubXxr0rg5hb3yff7/pYAgW3EBmafPA3SF4AGIApbUwladD+Gej8UtX7WIsk5Dowteo5AB7twL25DGy295DfSPeZInOPaltxmpyH1CXQ9kHw7wOrbwEnX+j3q4QgB3+TSqiyXKlAcgmW4dJlueDoI8FQyNUQMODU2s7OVPIi2PAQZG+R+Ujd35P1Lpsgg79Na9VzvdrD6M3y9fz+kL5Svo54AnZ/KgPGe38v9215AfJ3y+fq9q60JpZkwIKBEgraSqHpOBl0XXgAyoulSik7Vlrw+k+v+aI1J04GY3u1k6oki8PRz1FKNQzx78u8tnGJNbc/1xKtNKp/Lrjrr3MkLa+E279dx+ZDOTw3JpxbSn+EpW9Cs15w5XfgcYq7w6o6tyUxh9u/Wcnz5R9wEStg4BMw6CkN/pRSFwStNKpv8vfL9uZpyyDqW5lPc7zACODAjxKGdPyfBEalWbBwiARGhgP0n1bz6/b/JIFRs8uh2QTY9RFgStWKYS9zlDLWAhYJkuzcJQxqeYu0ylUqSoaFgyUwMhzkORZnCLsLrDkysNo9TMKP3pPPTmCUGQNzukvrW9RkGbS94iqZ/TRyrbRaBY+Bdk9LQObcWIKi3B3yp1MAhN0N4Y/IwOlzGRgBBA6BURugx8eQs1U+S8IvMlfKLRQJ7ZA/c7bBtCYS9Az8G5way0M7Xoem4+U5q2+R2Utjtsjfi8S/YEa47HDk4AWD58lQdDtXqW5yaya7vDk1kkHdHuGQ+KeEUDXxCodeX0rl2OaJZ//8KKXqr8wY+TfV5SQ3FlCqATuYWciET1cSn5LHl1eHc0vicxIYdb0BbpqhgdF5qmNTL369dyBvuj7Mr7bBEP06zPuv/GJXKaUaCA2NzoX0tTCvl7QIDZ4HLU9imF7hIVh3n+xsFvGYtIAtHVe1BXyXN8DJ7+jXpUTD6hulCqnLGxA9Wu63OEuQYnGUVreyXPDpIpUutiKZ6dPzs6rfnGRuhDmRkLFOvjfLIHicBEN7PpM2LP9e0jLW6ysZtlzb9v8I8/sBBgyeC4f+kmHNoTfAsCUShuz6BOb2hhltZJC3d0cJ5S47DL2nSHVN3Oswoy3MjZKZSGW5tb/W47HYQ+t74OJd0OY/sOdrWHIRtLxJqqYAMAELlKTI4Nl930kLYWXL4L5voPEQ+XnN7yfhX8dnYcw2COgvW2LP7QFl2dJ65+AhIdLhufLzLk4Fzwhp73NtLqFi9taa1xtyJYTdJuczeeE5OEFKqXopMwZ8u+tv1JU6gbjkXC7/ZCXZhWX8dk1Thq68EeJnyfyiSz4Ae8e6XqI6A839XPn13v780OgRJltHwqoPNThSSjUoGhqdbalLYeEgsHODEaug8aATv8Y0Zbc0W6kEIIZFWsRSlwImuIbUvAtW7i6Zd+MeBi3vlFk6lVu3Bw6FyI+kRS53O3R9u2KQtUXaovr/VtWKlDAN5kVJexc2cAmS2Ul58bD3G2kRcw+T9qmen0PYLbVxpqp9fhtselrmPvn1lBa0dfdK5UyXN6DZZbDyOpgeKPdb86HL6zDuoAQmLW8El0BocR0MmQuXHpSt5615sPYumBYkFTtpK87tf/AdfaD7u9KC5h8Fm5+VmUy+PSueYEMqj2wSAsU+JRVplVIWglsL+bksv0Lu8wiDQTOh328SNM6JhNRoGFQx78gpQHZt84uU0NA3EgoTpHJsxTXSfliT7pPAsw2sukHaA5VSDYu1sOLfjO51vRKl6rX1+zO58tNVWAyDv8c50GHGOMg+CNf9ClH3aOh6gfBzd2Lqnb2JbvkI31QGRwsmanCklGoQNDQ6m7JiIfpimSM0YpW0/pyMXZ9A8jzo9hZ4tpb5NfungL27PD6ghnk0JZmyg5ZZDlhg9fVgloJrUxnKHDRCZutY7GD4Cig4IO1mTv7SKuXgKf/hW3MHLL9cAissEP4YtH0Y1t0hM3UGzYaCBNllq8fH0OqO2jxjUgW0dBxsfxVa3Sm7uy0eKcdsMkaqX5aNh7TlMjD6oo0SwrR7/NgzN1ybQMSjMHqr/BxCr4WE36RiZ2Z7mdtRml27n+N4vCLkPA6cId9nrpWfAyAVRxVSl8L2N6pVIyFDrStbz3Z9KfcZBjS/HEbHynPX3A47XpMZU6VZ0paYsQY8w6VFzaebBG05W2VHt5rYu0Hfn2RO0upb9KJIqYYmK7ZiCLaGRkody+K4VK7/ag3+7k7MHJJC87+uAmdPuH0BtBpW18tTtczV0Z7Pb+pBbPsn+d46DFZMwlz4ol4jKaUueBoanS35eyXscPCU1iqXxif3utydsPFRCBoJre6Gvd/B1hfAt4f8j37gCPDteuRryopgwQDI2y3BTu52MBzBwRuGrYCt/5NhpkGj4KINEj7t/ECqTYYukLAlJVoqcPZUBBGe7WHkGsjeCJsegyZjZTbP3sT3R0AAACAASURBVK8hcTp0f19armpT3h6Z+5Q0C7p/IC110WOhvFCqhJIXyHkZOBPGHYLu70iL3cn+Fs8wpMKn1xfSvtbrK2njinkQpgdL2JIZU7uf6XhrCR4jQVaXN8BafPRzTCs4uEtFl72nnA+Q84EB6+85cpczlyD5u9b5ZUj4VT5XxBMyGNuvl7Q2OgdB9jbwbCs//10fyVykmvh0ga5vSUAY/36tnwKlVD1W+W+hj+6cplRNZm4+zB3fradVgBt/d1mN35x7ILgb3L4QAtrU9fLUWeJgZ+Gdq7oS3+05ploHYyx/G3Pxq3W9LKWUOqt097SzoShZtrEvzYbhy6Wy5GTYKubV5O2UMCFvJyweAf79ZBC0rRTGp8quYSBbyu+dLKFOWa4ERWYp+PaCzDUS7Oz7Ti7+O78M7Z6USqQ/Q6XFKepbGZQc+yykr6hYhEVa1zxaw5qbpUWh+yRocROsuk7CiK5vQ8TDtXvOUhbLjmJmOTS9VCppKmcPNRoILW+GZuMlhKttmTGw61PYP1UCGb9e0oLX7HKwO0dzCIqSIeYhSPj56McC+kllFYYEfta8qsfcQuGSvUcHZ2krpf2sJBUaD5XgJ2iU7HZn5yqDscuLoCxL3nPMVgmd/s00IfoSqXwbuUaCJKXUhW/1LXBoJoxPOevtNbp7Wv1z3l5/nSPTNybyyC+x9GruzneNfsJhy1ToeCVc+iHYO9X18tQ5YJomr83aTtiqp7jSPpryQc9gN+jxul6WUkqdEt09ra6U5sDiURICDJp18oERSOtVxhro8f/snWd4VOXahe89k55ACCT00HvvvTcBBVQsYMXuEeXY9bOcY+XYe8GKiohSFZDeO4TeS+ihphBCQurM/n6sCQEMAhIygbz3deWaZLd592R2st8161nPl2phv+AGCKmm8jZXKlR9QIKRK10lbJOqQdRDElecwWDZ0GAoJG1UgPamoXKXdPgd6nragy69S4JRsUbqoDW7S45gFFxZTqTUGFhwnTrm9FwlweaUYPRe3gtGG9+E2d08IsZxCV2ZJyTa9ItR6HWVQZdHMAKVX7T8Bm44KIEsI0F5ShMrwYbXFSJ9uQksDe1+lSB3NrGLJJj5FJVg5CyiIGyAlD3KdTqbiDbQc6WCwA/+CUVqKhQ78iYJYyf3QrG6gCVx81wlaJYFrYaDX3FYerfeewaD4erHhGAbDLkyOmo/T45eR+dKAfwc+J4Eo47Pw41fG8GoEGFZFs/3rkNs53cY72qHc96buJaeozOtwWAwXOEY0SgvcbtgYX+1Tm8/Xt3FLpSE1couqjgAyvaGhdcrf6jNSNgzQu6QRu/Cts9gYlUJBT7B2tdyyi3SZS7EL5VjKWEVOAOgxxIo31fbbXkf9o7S94lrVaaUTbWHoPNUZRptfR+qPyJnSZFqElBOCUZP5c1rdSIaNr8N40vD+pcAt8rpLKdKqHosUzh38Dlyii4HfqFQcwhct1WCX7GG6tb2eyQsu+/M1+tyUfvJ08r+Tpus7R8P5XpBQFlwndA6Z5DWRQ+Dw3P+eqyACOg6ByrcqhBz31A4OAMqDABsODJH7zfcEpSiv8p9TAHhCjxPXK9SR4PBcHWTlQrHN5s8I4PhLEYs28uz49bTr7LFN66XcO5bAtcPg87/ZwTWQohlWQzuWovE7h8x3dUM5/TnyFr9i7eHZTAYDHmOEY3ykk1D1eGqxVdQ9poL3y/rJCy5AwJKQtPP5PpI2gptf4O1z3lKtm6AKXVh1WMQUlmT+ORd2j+siRxCaUfgwCRwpyu755oVakF/8iAsulVZSQD+peUqykoCZyB0ngGlu8P0FiqJazcWmn8uN0teCUZuF8QuhbXPw+Q6MKm6vk87AiVaQURHSDukzKZrN0B4i/Mf83JhOaBsL4lo121V+/m9o2BKPZjbS9lKl7Oss/F7ULS2Op/5nOau2vsrlGiu0jI7U44hnyJaN68XZJ7867GcAdD2F6j7ImQmgjsVEtdJSALYPQIq3q7vV/1bHfhyo3wfub02vwVxK/LsVA0GQwEkcb3+7xjRyGA4xXeLdvPy7xu5q+pJPkx+Gkd2h7RGA709NIOXubdDdY52/5zFrrpYEweTuWmyt4dkMBgMeYoRjfKKowth4ytQ6Q6ocpEt6Nc8rdbGrX6And/A/nFqIR9QCg7PlHizd6Q6bHWZCS2/1wTfnQEV74DuC+U6WXaXjlfxNug0A5K2SSz6vQLsGw04wBmqErCU3Qq77rtX5UuLblJ3rV5r1YnLlQGLB1yaYJR6RKLEkjtgQhmY2UZuJ9+iKneyfKHWUxpL/DKVhnX6E/xLXPxzXS6K1lSXuH77oMHrcGwNzOkOUxvDnlFydeU1PkHQdpREnoh2EFg+Z92BP1Q26AgAHJ5ytUC9F6bUzf14lgMavqEyM9x6r9luhZvjVm5J8RY6xsIbz31OTT6CwHKw7G45EQwGw9VJdgh2cROCbTAADF+8m9cnb+axqkd5Nf4pLHcW3DMFqnbx9tAMBYQ7O9RiT/dvWO+uAmMGkbljrreHZDAYDHmGEY3ygvR4OXKCq0hguBiLcsxE5RPVekoT+XUvyAVS9jqY0Urb+BWHNr9Azyg5T6Y2UP5Pneeh7QjtN72ZcpAqDoRSXWBmK5jVHg5OlQjhUwRwg+u43CY1h0igWdAXtn0MNYZAt4UQUglcaSqz2z8Omnx44YJRZhIcmAJrnoWpTWBCaWUoHZoBZXqo1K7l92r17vCTe2rr+3LU9IzSmAqqvTsgHOq9BP32qOuaO12/80k1YPvncovlJWENodFbcGgK1HlGAmI2iWvlIMItsdCVCjiVb7RowLmPWWWQ8q0sJ+wfAxHtlX2Vlajz8Suu3836l3Pf3y9U55601VNSaDAYrkoSVkm8D6rg7ZEYDF7np6V7eHXSZp6vuJ0nDz+HFVwS7psJZRp4e2iGAsbtHeqyrev37HSXxvXLADL2Gme2wWC4OjDd0y4V24YF18OhqcrhuZhPZlMPwZQGEFReotDMtnJylOsDW95Vy/WAMtBvNzj95dpZdo/KBuq+KPdIeoLCrBPXQVCkBIT0OAitq5yi3SO0zp2h53QEQPsxci8tvUOOolbfQYWbtT7rpM7n8EwJYKfydXIhLRbiliqo+eh8TTRsFzh8JUaU6QllrsnpuLXxddjwihxNWWlwco/EqsZve0SQKwjbrVLAzW/rNfAPh5qPQ43B4Fcs755jbi+IXQidpsL8ayUMnsICbIk9GQk5i5t8DLWGnPu4B6bA/D7at8NEWDVEbq/y/SFmgpb3WHruTK6oR9Rtrtt8KNn+0s/TYDAULKY0klDdZXq+PJ3pnlbwuCLuv/KBX5bv44UJG3itXBR3xn+EVb453PYbBBX39tAMBZix81bSfM5AivukE/DwLHxL1vD2kAwGgyFXLvQezIhGl8q2TzXpbvIR1Pr3he9nu9VlLXYRdF8CywYpo8i/hBwjjgBwp8G1mxVGvfpJ2P6Z9q1yr4Se1EMwvY3El2zK95MQU7KTXEQH/8xZF1AGus2Fvb9JvClWH9qNgaKef2aZJyQmHF0gR0nV08rsXGlwbD0krIS4ZRJKkqO1zuGrNvUlO0GpzspT8gnK2TczCZYOkiARUh2Sd0BIVeUylb7Crd22rd/h5rfg4BSV3lUfDLWeUBD1pZItLAaWg8bv6j2D+6yNnOBbROVs2bQbqzLDc7FvvEoSLR/otgDmXqOMq4oDld/kHw7X789dzMtMhqkN9X3v9TmB7AaD4crHlQaji0DtZ6DR0Hx5SiMaFTyuiPuvy8zoqP08O24d75WezU2J30P1HnDzj+AXdP6dDYWeCbPm037hHeAbRNiQ+TiLlvb2kAwGg+EvGNEoPzi2Fqa3VHhzx4kXV1q15QNY85RCs+OjYOe3Wh5SVd3Ttn+qMrM2I2HRLXKbWE5l3HSeoW5ay+/1lCYBZXpD808hpIraos/tCUfnoQpEt6cEbCVEDYaDk6HSndBiWI64k5EI83pD/Apo/pWyfBLXK8MnYSUkbpTzCRTYHd5GbqLwNgpL9QnM/TyPb4WFN0DSdvANluBQ+2mo/8qZwtLVwLG1CkPfN1ZiS7UHofazEFT20o57YLLEvBpDIKicwtGzXUbZv18AfIDsPCIHdJqsQO9zsf0LWDkYnMHQ8U+Y21UiWPGmkBClMsl2v+a+75H5MLuTfpeN37208zMYDAWH+Cg1RTif8JyHGNGo4FHg778uM+NXx/D0mDV8Hj6BXifGQf2b4fovwenr7aEZriAmTJ5Ij6j7ORYYSdl/z8ERGOrtIRkMBsMZXOg9WJ5kGlmW1dOyrG2WZUVblvV8LusHWZYVa1nWWs/X/XnxvF7FdsPyB1Ua1Gr4xQlGCWtg3fPK9Ek/liMY1fk/6Lkadv0AWCp3mtZUN/F+4QpArvoAzGgJSwZKMLJ8oVRXCQQhVZRh9EclCUYOP04JCs0+h9ld4dA0aPYZtP5RLpPEjSo1mlRDDiL/ErDifuUhrRwsccq/pD51bjcW+u6GGw5DhwlQ51ko2e7cgtH+8Rr/iZ0aR3AVZRc1fufqE4xAZXjtRssdVuEWOcMmVoGoRyFl/z8/brnrJBht/wSK1IJyfRVubfkCbomJQI5ghJbP7wuH55z7uDUegZr/BleKShWbfaH9jm8AnxDY95tK2XKjVEeJYls/yAnNNRgMVz6nQrBN57QrhUJ5D3YZmbbxEM+NWc3wsB8lGLV4EG742ghGhovmhuv6MrPeu5RK3c2uz2/Azkzz9pAMBoPhH3HJTiPLspzAdqA7EANEAQNt29582jaDgGa2bT96Mccu0J90RX8LKx6A1j9D5dsvfL+M4xJSXKlQYQBs+0DlXZ2mQumusOZ52PI2hDWF4+shoJzKnBLXQZEaCiq2nHKyFG8B8Uvh2k3KJlr9pLKVQIKQ5Qd2hhxB8VHgE6DcmqwTcHyTuqvZpwkNQZHaNqwhFGuox8ByFx9O7XbB6sdzyun8ikGDNyQyOArRTVfybtj0P9j9g36uco+EwZBKF38sVxpMbwWpMdB1YU6+UVaKRJ9sx5HlC3Zmzn4OP+g6FyLa5H5c25ZbLiEKijdTFtbuH8HX02XPGQw3HpFL7GwyEuHPOso+uWZF4frdGgxXK8sfUBOE/vH51pjAOI3+OZfrHqxA339dRuZvj+WRH5fwXcgwWqUvgU4vQMdnC26TDkOBx7Zt/vz5Q67b+Sobw7pT97HfsBzO8+9oMBgM+UB+Oo1aANG2be+ybTsD+BXolwfHLbikJ8gpFNEeKt124fvZtrKLUvZKoNn2gcSd7kslGKXHy7mBBcdWQcnOUKqDJvTuDEg7LAeIXzg0fg+OzoVaT8O2T2BKfTi60OMuQtk6/iUkCsUuVD5SRiLs+l6fJIdUhcp3ajvfUOi+CK7fB+1+g7ovQLlrFdB9sTdKiZtgUjWPYOSAGv+WO6nG4MInKoRUhpZfQ58dUPV+OcgmVZdDLXnPxR3LGQBtf1Wr+1WD9X1mooLX/cKRo8ySYOQTkrOfOwNmd4b4c9z8W5a66PmGqgwxPV5upswkLXOlSKDKDb9icrAdW+t53xoMhiueuGXKqDOT5CuFwncPdpmI2pPAv0cs5sfAjyQY9XwbOj1nrgXDJWFZFtfe8QSzyv2LesdmsvK7x709JIPBYLho8kI0KgecXnsT41l2Nv0ty1pvWdZYy7Ii8+B5vcf6lyXANPvs4m4mtn4AMb9LqMmexLceASU8ZQDL7/e4RGyo9aQm/7t/AhwSHWw3+IVBlxnq2uUfAVs/hG0fQ0BpTfCzu6RlJECq59dSrAG0+E6ZRrckQ99oBTXvGythoMcyiGh7aa/JyYOw8GaJVyl7IKwZ9NkGzT7Ku25iVyrBFdWJru9OqP6wnDyTqsOKhyQgXiihtaDZp3BkLhyZBU0/kiBY9V5Pa2yPazArWUHq2bgz1Jnv2NrcjxsQobI6UN5VsboSMzNPSIQ8Ol/OutyIvAEib1SwetKOCz8Xg8FQ8Mg4LhdqeGtvj8Rw4RS+e7DLwMYDx3l0+AJ+9HuHpllroO+n0Ophbw/LcJVgWRZd7xvKkrDraX7gJ5b8ZrIgDQbDlUVeiEa5qSZn17xNAirZtt0AmAX8eM6DWdaDlmWttCxrZWxsbB4ML49JWAPRw9QhK6zBhe93dKECjC1fcGcBLuUTVRqg9XtHS1ACqP86HJwGMePVxarjJIj5QxP4Go8pqyZlD6THekqTgNQDgA1hTaDl9+D0ZAY1fg96r4Nq93oCq4Ng90h1ywoqDz2WSIz4pyRuhOUPwe+RsH+sBLH2v0OvKHV9M+QQVF6iT9+dUO0hOY8mVvOIR/su7BhV7oGKA2D9fyC0gb7f+h40/QSK1snZzp3GGZemOwOmNYeEcwhHZXpAraf0/f5x6oKH2/NeBVb8C1IP575v00/B4Q8rHpSbzmAwXJnErwBsIxpdWeTZPViBv/+6TEQfTWbwd3P43vEGDdxbsfp/C03u8vawDFcZlsNBi0e+YUNgS1psHsqSaaO8PSSDwWC4YPJCNIoBTv/Uqjxw8PQNbNuOt2073fPjN8A5EzZt2/7atu1mtm03i4jIg5bleYnthpWPSshp8OqF75d6REKP7YLgSAVHF60tpwjAnt9gsUc8Cm+j9u1JW8E3DOq8BItuhoxjKk9b+yyc3CvxqfIgaPSOJuzYUP1RaDgUVj4GrpMSJmo/ddr4bdjwukKPw1upJC2o/MW/DpnJsPM7mN5azqKd3wBuOU5uOACRxhn/twSVh+afecSjB2HXcDmPoh6Fkwf+fl/LgubD5F5aMhAa/g9CqkHUw9DxDyjR4rSNT583OFWqOK0pHFmY+7EbvgnFGun9dHiGRCiHj2dlloLUcz2fsuqgdnSeyh8NBsOVSdwywDrr74ihgJNn92AF+v7rMnHoeCr//m4mX7tfoY61F+vWEVD/Jm8Py3CV4uPrR/VHx7DfrwoNlj7O8iVzvT0kg8FguCDyQjSKAqpbllXZsiw/YAAw8fQNLMsqc9qPfYEtefC8+c/uERC3BBq9feElV65MmNnGkz/TVF/pcdD6J3AGwoZXYckATrVPj1vCqXbq7jRY87gEoOysIoc/+ARDv31QtLrcS+50qHIfFK0B83oBbggoA00+PG0cGbDsHtjwH6h0J3SeAf7FL/zcs1IhZhIsuw8mlFEp3cl9OgdnoDrItR+nsRkujKDy0Pxz6BMNVQZB9FcwsSqsevzcrh4Av1Bo+5tExJWPQbsxen+teAi6zIFS3U7bOPsSd0FQRcANszvArlw+aHb6Q7tftY9vGCTvlDgZXFnrkzbDxv/lPqaq90HJDrDmGUgrPJ9QGwxXFXFLIbSO/sYYrhQKzz1YHpN4MoMh38zgw7SXqe48hHXbKKh1jgw/gyGPCAgOpeRDv5PqLEKl6fewZsMGbw/JYDAYzssli0a2bWcBjwLT0Y3IaNu2N1mW9ZplWX09mw2xLGuTZVnrgCHAoEt93nwnM0kunxKtoPIF2pZtW4JR8i7tV/sZ2DcG6r6kLlWLByoLxvIIQriVJeNK1gTednPqVxRYWhNzd7rcRFEPwboXARvKXquQ6VVDJEq5UuUa8QnUvhnHVI62+0eo/yq0/lHHPx8nY2DncFhwPYwrAQv6avzl+kCZayD1IITWg15rJHoY/hnBFaDFV9Bnu4LVt38GE6vAmucgLS73fUo0U+nhwclweCY0+wKOzIEt70LnqfodAacCskEOtcib9f2yQbDiEc977DSK1oSm70PmMfAtIqdRym4Ib6/161/MPYfJcsgBlZUs4chgMFxZ2G6IXyYXquGKodDcg+UxqRkunvx+JkNPvEBVn1gct4+Bat3Ov6PBkAcEh0fid9dYgq10gsbdzvZ9B8+/k8FgMHgRyy7AGSQFquXrpv/Buhegx3IIv0Dr/rzr4OCfEFofOk+HqQ0UWNxhAiy8SV3Rgispnwhy2qUXrQMnosHOgMCy0OB1KNtLpWBBkZBxQvtYDihWXzlCR+cpPDvmDzl/eq0Fh1OZQwuuh5P7oeV3UPmO3MeadVIBqHFLIXaJHE8nPdmaQZFQri+U7wc4YMV9EpTqvgj1Xip8XdEuNyei5UDbM1LOrZqPq8zwbHebbcPC/nBgEnRfCDuGKTi9ywwo1UW/9wOTztzHpwjUfhY2vKyfwxopM+v0MkXblsgYuwgsp74yU6B4Q3Xe8ysB/WNzD4Ff+wJs/h90nQelOubpy2IwGC4jSdtgci1o+a0+oMhHLrTdqyH/KFD3X3lMpsvNs8NnMHjfE1TyPYbPHWOgcntvD8tQCIlbN41iEway1GpMlccmUq54yPl3MhgMhjzkQu/BjGh0IWQmw8TKynno9OeF7bPsAdj1rQSX66Jhya1wcCq0HQ0rH4G0oxJbXCe1fZFakLxbE/HsEOM6z0P9V8DpB8vulSBg+Ugkcmd6nCB+KhNr/pVcHquGQKcpEpn2jYNld0soaDcGQmtL7Dm5X49J2yFpi75Od48ElYfwthDRRiVHxRpC1glY+zzs+BJCqkKbn80n0peb45vlRNs3BnyLQZ1noMYQ8D3tpiIjEaY2BmzothDm9VT5Y6+16qg3uyscPatmPrA81HwC1nryrpwh0PYXKN8nZ5uU/TClHgRG6v3h8IUitSF1nzrzlb0OOp0lSIHExz/r5giXTr+/bmMwGAoeu35QCfO1m1Silo8Y0ajgUWDuv/IY27Z5fdQcbt86mAq+ifjeOQ4qXWL3WIPhEjg8+zNKL3yRMb796Pb4t4QFm/smg8GQf1zoPVheZBpd/UQP00S83ssXtv26lyQY+YVB742w71d1Rqt8Byy+VWVddpbKyLJJjobsnErLCR2nQKOhmnQfmqmwZNsFYY0lAuFWS/T0OGj0nvZZ9wKEVIEDU+HPerDoJkUlWU6Y2x3GhcPURjC/D0T9C6K/VC5OeGuVrbUbo6yk6/cr26bmEDlRDkyCyXXkZKn5uMQAIxhdfkLrQLvRKv8r2V7liBMrw5YPlDEFch+1/U3vqZWPSpTMTFbpo+2CrrPP7KoGkBoD295XmSSoHHJBX1j9tMRIUGB7008gaZPEJHc6HF+rjn9YKovb9ulfx+wTBM0+k9C09YPL9tIYDIY8Jm4Z+IZC0UvopmkwFHC++nMJt28dTKTvcXzv/t0IRgavU7rroxyqNYibM//g12GvkZrh8vaQDAaD4S8Yp9H5yDqpfJliDVT2cz62fgqrh8hpcd02lZBNrgPOAEg/qm3CW0P86hyRCABLXbCSoyUUVPB074hfAzNbqWV60bqa8Gce//sxWE4JBv4RULwJBJSCgJJymARlf5VT6Zv1N7ph6mFY9W/YN1rZRS2/hfCW538NDJeHuOWw/mVlGAWWVXlg1fslLG79GFY/ri5m/iXlMKv7IjR8Q26kidUh46x8JJ8iyjjafVrHsxKtJBgGV1SZ2oLr4eA0KHuNxEPLKQfcpje1fecZUKb7X8e6sL+cddduhpBKl+0lMRgMecSUhnIndpme709tnEYFjwJx/5XHjF2wmoaz7qCCTwJ+d0/Aqtja20MyGIQri6Nf30DY4cV8XOYtHn/gfnyc5nN9g8Fw+TFOo7wi+htIO3JhLqOYSRKMLB/ovlhujUW3QFaSBCPfUGj+DRxbf5ZghBxEyTug6UcKJF12L4wrBdObSDACOLEtRzAKLKPStTa/QNtfwREAER0gsJwm9i2+gv5HofM0BV83fhdq/Rsq9JfwE1T+3IKRKx02vwOTasgh1eAN6LnKCEbeJrylhMuu8+QoWzkYJtdUWUn1RyDyJpUQBleEKvfCpqFwcLrcSF1mAD5nHs/Ogt3DoWTnnGXH1qrc7cBklUq2+Ar8isDJA1Ckpt6bMRMhzPO3Zf61EB/117E2+Ujvr5WPSXwyGAwFl8wTcHyjPtAwGK5C5q/dSr1Zd1HBGYfzjjFGMDIULJw+lLxnJMlFKvPAof/y6eipFOQP9Q0GQ+HDiEZ/hysNtrwDJTupPOjviF8JC28ALOjwhybuszorUBqgeAu1uo96CFwp2s7paU9ftBYcW619Vj+hErY9o3KcSWFNIbK/JvkAFQdA311Q/79QaSAcmqEA7dhFcjT1WALVHrz487VtCQJ/1oW1z0GpTiqvq/eiyaYpSJTqCN0WQKep4F9COSRT60O53sqbWnwr1H0BitWDpXcov6p4Y2g57MzjuFKVc3V0LgRX0TJ3GvgUVQnj+lfkUGv+pd6fZXur697xDVC6m4Lb3ZkwpwccP6uDc3Ak1H9NZWwxf+TLy2IwGP4h8VEShE3ZseEqZEP0XiIm3EplxxHcA0bhU8WEXhsKIAFFCbtvPD6+/vTb8iTDZ6/19ogMBoPhFEY0+jt2fq+smPO5jI5vhZntVBLW+idNxifXVkczkEMjcR3s+By1QEdClCtFDqGkrVrmHw61nlHnK3eayst8QyGsIewfp23qPAdtRkocAjgyD3Z9r+eueAv0Wg3Fm178uSasUsesBf0Urt1pGnScCEWrX/yxDJcfy4KyPeGaKGg/Xu62ZfcCFmQcg6WD9D5xpSrfyJ2ljkhnd0U6vhmqD1aYuk8RLTu5FyLawcZXYX4/KN1dLqYdX0DD/2mbLe+oCxsoJH1uD0jZd+axaw5RWePqx1XmaTAYCiZxS/Vo3KSGq4y9Bw5h/Xwj1awYUm/8icCaXb09JIPh3IRVJPCOUVRwxFF9/qNMWrPv/PsYDAZDPmBEo3PhyoDNb0FEWyjV+dzbJW2D6c0UFFznJTg4RQHUp3KHHGqhXqIlYIMzSG6QbEHJnSaHUc/VKjM7+KfWRd4E6bEqF9jlyZxp+hk0eiunrOzAZAk9oHKgNr+os9rFkLgBFtwI05pBwkpo+jH0XqcMG0PBx7Ig8gbotU4ike1SOWPcItj4OrT4Wg609R7hs9lnEhWt05xj0V8pBN23GKf+JMQugkp3waFp64RdFgAAIABJREFUML0F1HhUIdf7xihHCTfsHQWhDfScabEwp7u6Ambj8IHmn6sz3+a38usVMRgMF0vcUjle/cK8PRKDIc84lpjI8e9upCa7Sej9DcUa9PL2kAyG8+Ko1Br7uo9o79xIwvhnWLE7wdtDMhgMBiManZPdP6o1fd2XNTHPjYQ1ML0lZKVAuT5wYDzs/Q18wyQiAVS+EzqMV2ca/3A5P5J3orZmQInmcO0WOZqmNdNj61/gyGwIqqhJu+WAdmOh5mDtk5kMKx5SCZE7A2o9qbyic40zN45vlQNlSkM9V/1XoO9uuUMcvv/0VTN4C4cTKt0G122GFt+AT4gEnk1DoVw/iTYHpsih1n4c+IbkCEd2Fiy5E7rMkqsomz0/KfQ684SyiyrdqXLLonWgSHVI2SVHkuXU+zBlH8ztCRmnBbWX7AAVb1NG1omd+fuaGAyG82PbEL/M5BkZrirS01PZ80V/6rq2sLfTx5RucaO3h2QwXDC+ze4krdm/uNs5jWk//o/oo8neHpLBYCjkGNEoN2w3bHkXijeHMj1yWW+rW9X0lnIUhVSHo/MheS9gQeYxlQtdsxKafqgwYGcApMdxSiwCKFIDOk6B7Z9IAAqpDD1Xwv6xmqif3KvcmC5zFWANELsUpjaC6K8lQgVXhoZDL/C8bDgyH+b3hT/rqBtWneclFtX/L/iFXuorZ/A2Dl+odj9cHyPR8fhmOPCHSs+W3A4p++VsaztKOVjZuJJhZmt1yKv3Ss7yTW9AvZcgtK7ep0VqwIaXoeVwvTejv5QLCVv5Sokb9F4+vRyt8bsa16ohJhTbYChonIiG9HgjGhmuGmxXFps/G0DjjJWsb/wa1Trd6e0hGQwXTUDvN0mt0JkX+I6Pv/ueuOT08+9kMBgMlwkjGuXGkTlwYgfUevyv7p20WE2KVz8ODn+FWSfvUDmbKwVwabt2o6FEU1jznPJispIkJGXjEwIdJuo4a5+HCreo49qxtRKN7Cwd/5rlUKqDOpqtexFmtdO6Wk9KhGrynsKJ/w53poK1pzeH2Z1UilDvZYlFjYaCf/G8fPUMBQG/UOixWLlYfiW0LDNRndGOrZcY2vCNM/fJSICpDaHyHdB5prKtAFY+CtUGQ4Vb4cR2vRc3/AeafQLYCroOqQapB6DCzSptW3SzrgmAoLJQ/1WVbh6YlG8vgcFguADil+nxXCHYtg3LHzCB9oYrA9tm41f30vjEPBZVeZzG1w/x9ogMhn+Gw0ngbT+SFVqJ19Le4cXhk0nLdHl7VAaDoZBiRKPc2DFMLp7I/mcuPzwLpjTQY+lr5M5wpWid5ZvzWK6vcmYOz4ad33h2duoheyLe4mtYdhfsGamW9m1HqaRtyR2ezYPg2o3qepWwSqVrm4ZC5bvUOWv3T1CyI5S/4dznkbRDgtTvkbDkNrmXmg+DfvugwasQEJEnL5ehgBJUTqVomcflIih/A2TESxhaOkgiUNlrPRt7xNGMBJjWBAJLwXXbPDlHwPK7oXQPqPcfiZZH5qgkLbw1pOxRsDuWSuIavSWBaNnd4Pbc4NR8TG6lVf+GrNR8fRkMBsPfELdUTsSidXJfH/M77PxWnTUNhoKMbbN9xOPUP/oHsyLupu2dr3h7RAbDpREQSsBdYwjxs3g89hVe+G0ZbrdxbBsMhvyn8IlGtg3bv4DkPbmvP3lQN8lV7pGDx50F+8fDrM4K+vUrBi2+hcPTtb3DFyI6gusEFKkFWND0I0jeDfOvyzmuT4BK1NwZENYU1jwNxzdB+wlqaW9ZMK05uE7KhdR3BwRFwrqXVAaXkQAdJ0Or4bD9U5UTNPnwr06ozGTY/TPM6gSTa8CW9/QJcsfJcN0WqP4Q+ARehhfWUCAp2U6OoMMzJNpUuUfL94yEP2tDYBkIKMMZZZOZSTCtJaQegr47PeuBFfdJ9Gw9ArBg1RNQ71W9r3d9J0HTzoJ946DhW7D3V1g5WNecw1ch3Cl7YPPb+fwiGAyGcxK3VF3THM6/rstKkdAL+n9kMBRg9k56ixq7fmB6SD86PvQh1sXkPBoMBZUSVfG99QdqOmLotu0VPpy51dsjMhgMhZDCJxod36yJ7MTKEmO2vK/uTtns/E7doMpco/DeiVVhYX9I3gWN3obWP8PyQdo2pCrUfBJi5ysI+8RWqPMMZCWrDMiVpu18i+qYWZ4gu6RNmkR3XwKR12tSPb21ArKdgdB3D6QeVjnZpjeh0h1yHZW7VvkT2z6GKoPkQgI9z/4JsOhWGF8Slt4JJ2PUHv36/dDhd+1rFb5ftwGo9jBUvU/5RGWugbAm4BMMkTfDrh8kSHLWzbU7FWZ1hPgo6L0Wgipo+fqXVGLW6kfADQv6eDKQbDnw/EtBwgqJUXWeV2e2tc/rPV6qE1QcoFDu5N35+QoYDIbcyEqBxPVQ4hylaRvfVEMI8HQANRgKJrGLfqTi6reY49OeVo98g69PLiKowXClUq0rVo/X6O1cAQveY9yqGG+PyGAwFDIKn4pQrC70iVYJjTtLjp8/KsHEajC+jLJaAOZ0g7XPQUgVaD9ejgvfYhJybBdEdIA6z8GWt5VHlBIDgeXULWpGW7k1cGhynpUiYcfhyR4KrQs9lkFYA5XvTG+hXAnLCdftgG0faVl6nBxCrX/IaYW85lm5Peq8APvGquvVuJKw8EY4MldOkm4LoM92qPu8Ju+Gwo1lQbPPNelbfl9OltGJHdB7vd6/p3AAlt6LdibM6w2H50CPJR7hyIJ9o2HT61DpLpVUbviv3HOpByCirQ4T9TDUehqq/wu2vKPSSoDG74HDB1Y/mY8vgMFgyJX4KDV+yC0EO2kbbH0PQhvo542v5e/YDIYLJGXTdMJmPcFy6lH1wZ8IDTpPzqPBcAVitX4UV/1becp3LDMnfM+yXfHeHpLBYChE+Jx/k6uQIlUl+NR5Ts6dfWOVG5SZBIcPq8ymZEco0RyK1VeQ9IqHYNf32r9YQ2UCzemunJeSnTWRbvi2XEk4AVsT76wUwKFA4vRYKNYIus5Ty/Osk2p5nxyt4zb9DOb3UgeqynepzC1bLAKV/cRMUAerKfU0YfcrDhVugooDoVRnTcgNhrNx+ivfaFoziHoEmnwEy+9Rflebn3QtzO4C6Ue1ve0GnzDIOgZLBkKzL6DbfJjZVi64Ezvk0PMvCekJcGy1RNGYCVCmJxyaBssGQcc/VDK5/iXwLQI1h0Ddl2Dd/8GhGbl3JzQYDPnD0fmABRFtzlxu256un0FyrQKU7pbvwzMYzkfW/lU4x97FDrs8Prf/QsWSprGH4SrFsnD2/Zis2O18cPhz7hxRlg8eHUjFEsHeHpnBYCgEWHYBboHdrFkze+XKlfn3hPOuVfeyfntUPgbqlrbwRnWEAnCGQJeZMP9aCCgFnacqiyikCqQdhYzjkJmQc0xnkMrCspL1ff84ZQqlxcKf9XIm6eFtIH6FwqmbfwXl+2jinrAaDkxWSdCx1do2qKKCtstfL2eHEYoMF0rcCpjdEYo3U5na9k+g3RgJj650GFtcuVrZBJaHVM+ksf6rCs+e1V6ZWjiALK0LKANphzz7lIWMJAXFd5qqyeaiWyQotfweKt0GU+rruui1Hpx++fkKGAyGbGZ11oclvVaduXzfGF2z5W/QdQtwfYzC9S8DlmWtsm272WU5uOEfke/3X/8AO34nKV90ITHLh3U9xnJt28beHpLBcPlJOkjWsI4cOmnxWMj7/PRoT4oG+Hp7VAaD4QrlQu/BCl952rlI3gMHp0LV+3MEo2NrYWpTiF2Ss12Td+XQAOg4CbZ+rDIy261PZE+fAPsWlxsoO8uo9rMSjJK2wcQqEowcfhKT4pZAxVuhR5Qm08sfhAnlVA638TXPJB1o+jH02w1NP4RSHY1gZLg4wltAy+ESQTOPKctk+X3qtOf0VzA7cOpPQ2qMgtlBZWjbP4Uus5TTZdnqumT5SDAKrefZ56DyiwCW3K7w97ajoHR3WHE/HJgop1PSNolWBoMh/3GlqSw6osOZyzOTFXJfpHpOx7SAMpdNMDIY/hEnE0j6th8ZWVlMa/yFEYwMhYeiZfEZOJJyjgSeSnqHx0auJMvl9vaoDAbDVY4RjbKJ/lrZL1Xv18/7xsH0Np6QYDf4hkJYM3VSOxGtnCN3pibRRWtDQpTyjNIOa3//knIc2S6Vrzl81bls729yGGUlKzTYnSGRqPpglatNrqGua3tHQUQ7aP0T9FyjVullr4Maj/21Y5rBcDFUGgD1/gO7R6ik0fKBRTdBViqU7QGRNwFuVGbp1Psymx2fw4Y35CByBqn80j8cLF84vhECPYHZBycr5ygjQRNQpz90mCBH3eLbAFvv5w2vqkubwWDIHzJPwIE/YcldEo62fwJL79b/NYCNryufLCMJ/D2lPtkisMFQEMhKJ3H4zQScPMx35Ydyb19T5mwoZES2wHHt+7R3rKf17s95488t3h6RwWC4yjGiEYArQy3Dy/WB4EjYPRIW3wIB4eBK0Sexmce17vBMaDFMLp+1z8npk7QZwtvCkdk6nl+Ep+zMgubDIGElRPbXBHnxAAlJgZGQfgScwRKfdnyu8rQqd0OnaSpjaz8GKt8Jm99UK/NmnxjByJA31P8vVLhZncxqPKYOSqse07oWw+QkwuX5siCoEviV0PqYMco76fC7xKC0I8rsAkg7AJbHbZe0RWLSzq/h2AaFwnecDGGNlP1V4SaJpmuey99zNxgKIxnHYMH1KkGdf11O2Vnl21WONrkWLOgPWz+EoEh96FGskWebO703boPhdGybpNEPUyx2JR+FPM7gu2/H4TD3RYZCSNO7odl9POwziYRlvzBi2d7z72MwGAz/kMInGqXshbERsPPHnGUH/lAeUbWHJRgtuwtCaqjVcGR/OLZGN88xE6DmE2pfHrtYZTaudAiuAnGLdSxnCGTEAha0/VUiT9YJiF8J0cMAhybVqZ42xs4gqPYgdF8M1++D5l9A2Ws0GQeFBe8bA3VfhJDK+flKGa5mLAe0+gGKN1GHpKr3w87vYNcP4F8Cmp5eNuaCk3sk8lS+W4uOrZTw0+g9lVimHQKfUIlERap4djsphx7AwhtUwukXCp2nQ9GaEPUvdW7bM+LMElCDwZC3pOyHme1Ugl3rCZWYRrSVgNv6J+i7C6o/CjG/q2viyf3Q6F04sQ1wmBBsQ4Hh5Ky3KLp9PF86BnLXg08R5GdK9A2FmJ5vYUe25l3/bxg9aTKLo+O8PSKDwXCVUvhEo8PzICMOlg+CVY/L5bP7ZwgsJ+Fo2V0KCE7ZpdKdwLIqJTuxXeVijd9RZ5k1zwIO5b2k7OLUS+lKASyFC5fvBxte07rknVqOG+x0dVZr/RPceFAOoog2msifjisNogYrW6L2M/n3GhkKBz5B0GGiOvAdmKzSsahH4Nh6de+LaC8RCAAnRH8FpboonwgHZCbCqsFq1205Ieu4nEPBlaDaYO2WESeRNHmnHAygkpcuMyG4oiap/hGw8lFwu7zwIhgMVzmJG2BGa2XudZ6m/2ER7SBumbKK5vWBTW/KAYsb/Z8CfMO0T1D5nJw/g8GLZK0dTdDit5jg7kCru4dSJjTQ20MyGLyLjx/WrT/hG1KCb/0+5MWf57InLsXbozIYDFchhU80qnq3MoYAtn2sfKGDU6FYfQVch7dRsHVASWj0Duz4Us4Lpz+0GalytINTFFyNWy4iRwA5GTA2tPK4mCZWVTYEbi3HznFetBkpy//fBVlvfheSo6HZ5znOI4MhLwkqC52myBWUnqD356Kb9L5uMczjDioOuMAZCCseVIZXl+lged6TR+ehiaZHFD00TRko1R7SejtDj2ueh9Qj+j6gpNwOASWVmXRsjUpEDQZD3nFkHsxsD9jQfZE+CLFt2PaJmjQcmgqJ62DncNjxmWcnG3yLwcp/AW45kgwGL2PvWwZ/PMJydy18+n1C44rFvT0kg6FgEFISx4CRlHQk8Q4f8sAPy0hKy/T2qAwGw1VG4RONAJp7bo59QuQgsjM10Q1vC36eT1fbjoat72u79Dho+S0EV4DMVFg6yHMgp7pHnXoZXVDlPtj5rSbeqQc9yz2f3JbtrWykGo+pU9rfcSIaNg9V+U6Z7nl26gbDXyhWT8HuydFy1iXvgmX3Shyq84zCrH2LgitVbriFN0LxptBttqezmoNTomg2S++Chv+D4NNLKrNg7jU5PwaVg65z5DyyfOXeS0/In3M2GK52YibpegssCz2W6oORuOUwqyOsfVbbNB8GfXdD7ac9O1kQeYtchK5ULapwi1eGbzCc4vgB0n6+jRhXcVa0+IQ+TU2pvsFwBuWaYPX5mBZs4rbj3zBk1Bpcbvv8+xkMBsMFUjhFo9A6UKYXOAM8oo+H+Cg4MEk30A5f2PurAqirPQzl+sHh2TC5mkpucIBfUeW5uD3dpXyKyC0Rl53PYgOWjtX4fTi6EEq0hMbv/f343C51s3EEQJMPLsMLYDCcRemuEkaPrVbOyf5xKier97LKzfxKqMuaKxWS96jzUnhr6DZPOUXYWh/k6Z7mToVpLSS+AqeE08R1MO/anI5swRUlHPkVk6C68tF8PW2D4aokeQ8svUNCUfdF+sDj8CyY1R5O7IAiNSG0vjp6psbApqHar8Hr0P43aPE1p0TgpK3eOguDATLTOPHTAFzpKQyvMJTBvVt4e0QGQ8Gk0UBo+TD3OKcStmM8b08zf7sNBkPeUThFI4DaT8lBlHUC8JSIudP0uPktj6UfdTeLXQSjQ2BOt5z24JZD4k5Wcs4xfT0ClF8Yp15ap7+6TO3+UeJRu9Hg9Pv7sW39QMJTs8/kxjAY8oMqd0P9VyFhFRStJTdCwipo9imk7IbIm7Sd5YCDk2Hjmx7H0cKczmon90NpT/vjlGh1ayrbB7DBL1zLD06BKfVzwq+LVIPuCxUKv3cUxEzM19M2GK4q3Fmw5DZ9326MnHwJq2DBDbque62Fk/ugdBdts/xBuW3D20Cd57Ws4oCc4617Ud0PDYb8xrY5MfZRisSv573gp3jmzutNpzSD4e/o8QZUbMc7/t+xeOFsxq6K8faIDAbDVULhFY0i2sslBND0Iwgora/I/hKKsgUkVwoc35jzc/anr3aWBCd3OuCAwEgJSuX6qbUxboUDd52n7meJG5RjFFzh78eVuAnWvwSRN0Kl2/L+vA2Gv6Pey1DlXrkL/ErAolskDEXeCAd+1zo7S10CN/xHJTDF6kKPxSqDsZxweAaU6a3jpR2Ag5NUfpYRp2sMIGWfujmteUaB70VrKhwbCxbdDEnRXnsJDIYrmo2vQdxSaP6VOm4m7YC5vZTN12maylBdqVCyo/L8Ds+QYNtuDDicOsbh2XoMrgS4YU5XyEo71zMaDJeFtEWfUWTbGL60buG++x8lxN90SjMY/hanL9z8Az5FIvgh6GPeHb+YVXuPeXtUBoPhKqDwikarn1CnJ4A9P0vo6TwV2o+F0HpaXn0w9FoPnaZC0485VWITUhUavkVOhosbHA5NuA9Mylle+1m5lHYNh3ovQdmefz8md6ayYHxDofmXYJlP1Az5jGVBi6+gXB9IP6rrYtGtKqm0fJT3Fd4aXMnqrrTkNgmdRaqpDCakkoSjQ1PkasjGztJjuqe0085S3tGW92BqE5WGRrSBui/pupzRCpJ3e+MVMBiuXI7MVye0KoOg0gBIPezJEbOh8wwF3x+Zp23DW8OSO/R9m5Fal83e3/RY+1kJwOmxMK9XPp6IobDjip6L7+z/MMPdjEa3DyWyeJC3h2QwXBmERGANGEm4lcQw/08YPGI5h48b0d9gMFwahVM0iv4adnyB8oYCIH6ZshzCGkHCGkhYrlbETT+GsPrqBBXtyXgILK9PZNe/lHO8KvdCnedg4+sq3XEGgsNfE+g1TytItP4r5x/XpqHKlGkxTF2lDAZv4PCBtr+qLbedBbELYfvn0PBNuRKqPQL+4ZB5DLBgQV9Ij4fgSJWqFa0t4ShpK/gEZx8UfIrpeJbnz07KLijfHzKT1BJ8/X+h7gvKW8lIgFmdlM1iMBjOT3qCcoxCqkLTTyHjOMztKfG3459QtIa2OzoPijXQ9ZaRAGWvg8jrc45j23B4pr6PaAMdJ6qDYpFq+X5KhkJK4j4yfr2LaHdZ4nt8SutqEd4ekcFwZVG2MVafj2ns3sjgzB94cMRK0jJd3h6VwWC4gil8otGx9QrbLVobhfd63DylOusx+5PX1j/Kqn8iGqa3guObAIfcFHO65TgnIvurfCfqEeUX+RXTTXfJDhA1GEp2gtY/5UyUz0XCKtj4BlS6Q6VABoM38QnSZLFobZWWbX0f/Evpvb72abkWLB/ISoHkfSopc2dCYGmFY4c1BhxaD4BL4djZLqNsYsYpS6nibSqrmdkW6r0I2Jrszu5khCOD4XzYNiy/H9KOQNtR4BsCy+/V/6124yDcEx7sylCWWGhd2PmNuh+2G33msZK2QEa8rvvQunBousSlYg3z/7wMhY+sdI79cBuZmZlMrvMuA9vV8faIDIYrk4YDoOW/uNOaSrVDk3l+3Hps23RUMxgM/4zCJxoVq6dW4L5F9WW75Aza9rECeJM260a5THfYNxamNc3pHlP1AZh/nW6gs0vVilSHlYPBt5iWVX1QOUixi3WcDr9LTPo7MpMkVgWUgmafXM6zNxguHL8w6DwdAstIIFrucdSlx2rC2WYkKs10wpG5sOoJ7edfArrMkksBi1PXijtdLibQNZfNpqG6LtuPU0Dv8gcgrAm4siAj0QhHBsP52PsbxEyAhkMl7O4bB/vHy0Fb9pqc7RJWguskHJoB2LqGfQLPPNbBaXos1gCwYO1zci9VezC/zsZQiIkb/wxhiRv4OuwpHrvpPCX9BoPh7+nxOlRqzzv+3xO9bhFfL9jl7REZDIYrlMInGlkOlYvFL5dYU+8/UO0h2DNKbe5Bbe5XPCT3RJGa+hTX8oHUAwrFxgFBlSAoUp3WAsupXXjbUeoqZTkhIEIZSX6hfz8e2w1L7lQb5DY/ezqvGQwFhKCyCqj2LarA6jXPSRjdMUyh7tUekhjkWwx2fA47vtR+fqHQeRqU7oYyvjzikTsDcCiIt+hpnyCvfU55LL02KPvr2GrtF1xNZTazOxvhyGDIjayT6nQY1hhqPakytZWDJbzWfvrMbY/O02NGvNy15fv+9XgxfwAWRLSF3T/pf17Doefv+mkwXCLHo34lfPOP/Orsw6D7h+DnU/huUQ2GPMUTjO0sEsFPwZ/wzbTlzN161NujMhgMVyCF8z/yruF6LFoH6jwLdV+UGygzUQLQoltg53dQ6yl1WbMzZM0/OFn7Nf8aTu5We/GidSQmNf0YbAsS1ysnKduhcT42vAoHJkKTD5WdZDAUNIrWgK5z1GEpZbcEzoAyElabfgzF6uva8Q9XSeaBKdrPJ1glbuX6IuHIRn9y3FqftNnj0EPXzPZPlI/U6D1oNVyupMRVULb3aY4jE45tMJzBlvf1v6jpR/pQZM1TCpxv9V2Osy+b/ZP06PBT2drZpB5Rhhm2/udt+A8Ubw4Vbr7sp2Eo3GQc2YrflMdZY1en/j0fER5yHoe2wWC4MILDsW4dSRhJfB/8OU/+GsXO2GRvj8pgMFxhFE7RaJunBKztL+DwhbRYOR9AAlB4G+i9Hhq+AdGewOxjq7S+xY+ww7N/RDtNfGs+rvKaxbdoeYc/1EL8fOwfrxyXKoOgxqN5eYYGQ94S1hC6ztJk88hsdV5KXA9bP1S+kU+wJqr+EboOEjzXizNAHQkrDvAcyM2pcjUAnyKe7YIlRCVEwZR6cPIAXLNSZWx7f4HiTeQ4mtUJko292mAAdJ1sfgsib1KO3qGZsOsHdT0La3TmtumJkLBM3zf8H/jn4mqN+Z1T3T+TNqtbYuN3TCdPw2XFzkgh/vuBpLqdxPf6irrlw709JIPh6qJsI6w+n9AgayPPWj/zwE8rSUrL9PaoDAbDFUThE41iJnus+d1URrbuJZjejFMuCMsXmn4IoXUUTO1K49Qkt+JAODxVk+WgCpoYl+4BxRqprbGdBaWvgTJdzz+OxI2w9C4o0QKaf2luyg0Fn/CW0Gm63Awx4/Te3fgqZCVD27HaJv2ohKV51+aUkzl8ofXPUMEjHDlOK3NJ3Q8hNSEzXo6kwHJavv4lWDIQGr2tn4/M03EyEmFWRwXUGwyFnbX/p1y+xu9AZjKseBCK1ID6//nrtkvv0mNAGaj579yPt3+cSlGdwbDzWyh7rXHAGi470T8+Qqm03cyp8ybdWjX19nAMhquThrdCq0cYaE+hybFpPP7rWlxuE4xtMBgujMInGoXWV3h18i6YUh82/U/BoABNP1HXmWX3QmYqbP3As5NbIlFWMuz7VYscvuDwV1jo8kHqMmW7oMbg848hPQEW9JPLov14uTEMhiuB0p1yyloSVgE+KlMrew3UfkbLMxIh8wTM6wUZx7TM4YS2IyGigzKQ/E9roZy8HfDLCdf2DVEofHo8rH5c16vlo+slK0nLZ3WEpO35eOIGQwEjbjnsGaEco5DKElpT9kDL7/76P+XQDDjoKU3L7gx6NukJCrR3+EFAOGSdgEZvXfbTMBRuts0ZQfUDvzOl2EBuvPlubw/HYLi66f46VO7A237fEbttGe/P2ObtERkMhiuEwicapexUJkvqAag+WBZ+hz8ElIXqnoyWuCWw8IackjXLR6LRgUlQopVuqpN3QnBF2PoeVL4Lgitpolu2198/f3q8XEkn96tbVFC5y37KBkOeEnk9NPtCIqmdDkfmqCSm4ZsQ3goFXmfKDbTgeo9bDzmUusz2CEKx6sgEgA1OJ+CWSNRxikSnwDJQ+R5dr3YmBJaGKvfqukw7CjPbwfEt3nkNDAZvYtuw6nEIKA11/08C7rZPoPojULLdmdumx6s7J0BASXUGPR1Xhq7R/ePklk2Pg5T9UPlulV0bDJeJg3u1YvHjAAAgAElEQVS3U2bBc2xx1qDjg+/jcBjHtcFwWXH6wE0/4CxSmhEhnzB63momrTvo7VEZDIYrgDwRjSzL6mlZ1jbLsqIty3o+l/X+lmX95lm/3LKsSnnxvP+I0l2g458QUkndno6tlvOh6j0KDa10B5TpBYen5+wTXAnil0LL71Wa5s4ALH2q2/RjaPQOHJwCle/8a/Do6aQekkMicYMcRhFtLu+5GgyXixr/grovSxyyfGDVE3IqtBujzmmWQ+Lq0QWweIC2A92wdPQ4HpJ3QnAVfe9K1fbH1kokajsKjq2BjAToPFNdBeOWaALc+ic5KdLjYEYrXU8GQ2Fi7yiIX6auZj4hsOZZ8C8Bjf535na2DSse1rUC6nyYTcJqWHQrjA6E3wJV2nYKNxRvpv1tG9b/NyenzFDguKLuwTycTEsnbsQ9OHERctsPFAkO8vaQDIbCQXAJGDCSUPsEI4p8xgtjV7HxwHFvj8pgMBRwLlk0sizLCXwO9ALqAAMty6pz1mb3Acds264GfAi8fanPe0mU6w09os5sbx8UCVkpyhYKKp+z3KeIXEHNPofDs3JK2arcA32ioeYQ2DNSn9BWuefcz5m8B2a2l9DUeSqUu+5ynJnBkH80fA0q3an3ftZxiHpE106bkRJiQd3RYv6AZfeA7emaVqK5HBFYkLILfItruTtDj8sfgDI91Q0qZoIE2T7R4BsKB/5Q1ljrEcoSy0yCac0hdkm+n77B4BVc6bD2eQhrAlXuhsMz5far+5LyiE5n9wjYP5ZT4dYVB6gEbc41MK0pHJoGFW+HWs8o48/PE0DsHw4rB8vNt7C/GjbsG5uvp2m4MK7EezDbtpn5zQs0yNrI/pavEFm1rjeHYzAUPso0wOr3GbUzN/GK7888NGIV8cnp3h6VwWAowOSF06gFEG3b9i7btjOAX4F+Z23TD/jR8/1YoKtleTn5ed8o5a34halDU9TDMLoITKqhbJVssk4ovyjqYXVxAmj2pdoZB4TrU9hdwxUKHHr2fZqH41t1852RoPKcUp0v//kZDPlB6x/VRRAgZjzsG6MSzTrPS2DNzi/aMxKiBut6AZWyBZSEoIqQeQw4LWPFnSp3Us0hCuzd9iHs+Rnajdb6tMOw6CYo1wuq3q/nmNke9o7O11M3GLzCru/1QUZ23tDa5+WGrf7wmdsl79Y15wwGZ5ACsKMegdldIGGlSq1xKhdp67sqN83wOJLS4yC0LsRHSbgNrQ/VTYfPAsoVdw82duJEescNZ2fJ7tTq+fD5dzAYDHlP/ZugzRD6u6fRKWUq/xq5mkyX29ujMhgMp+PKJGvxZ+DyfrfDvBCNygH7T/s5xrMs121s284CjgMl8uC5/xlZKbDhFQitJ+Go2afQ4Q+o958cG382llOlNdktw0MbQo3TbnISVsHxjbm7jGwb9vwCs9rLjdF1njpQGQxXC5YFnWdo0gqw+HbloTR43SMm2ZB5XPlE0cNg7XO6LvyKQZMP4OReZYJxVgePmAlwdBE0fh/K91PWkStdrcVd6VCuH2waqnK2hp7J8+JbYf0r+XfuBkN+40rX+z6iLZTuJqH02Bpo8Bo4/XO2c7tg6d36v+NKkSCUdQLilsqNlJEACSsk2Dr8wBHAqdsBy3Oc45uVJYYDjm+S88hQELmi7sHmb9hFs1XPkOxbgiqDvjGdYw0Gb9LtFajahdd9vidrzzJen7zZ2yMyGAzZpCWRMvwGfGa+yI6F3nd754VolNt//LN7OF7INtrQsh60LGulZVkrY2NjL3lwubLtY+ULBZbTDXTFgVC+rzrQZHd7svzhmlVw3TaVru39TcubvHvmsXYNV75KtqiUTcIamNUBltyuwOxuCyCsweU5H4PBm/gEQrf54BOsSebUxuo02HaU8lYCSkLqEV1HW96FTW9qv4oDoVRXiPkdWgz763Fnd9Zx2oxUKc7iAVD1PuWG2ZkKkk/eCZvegHr/lWNw46swv5/CfQ2Gq42d38HJGKj/ij7MWP+SOnhWvO3M7bZ9CLEL1SUtpKrceFkndd34FdeHIQ5/qP2sSj8th65jgDYj5CzK/hcdWhd8i0DRGvl5poYLJ8/uwfLj/qv6/rFUdBwlaOD3WEFh59/BYDBcPhxO6P8djmKR/BTyKdOXruHXFfu8PSqDwXA8hqxvr8E/ZglvOB8htMkN3h5RnohGMUDkaT+XB86O4j+1jWVZPkAokJDbwWzb/tq27Wa2bTeLiIjIbZNLIy0ONr8NZXtD7AJNXH2C4ORB5a5k02sllGgCRapC/f9y6v5q++ewZ5S6O7nS5CQqf4OcE//P3nmHR1GuUfw3m95DEgKB0AKh9947SBW7gqCigr1dy7VjvWJX7AoqRQQEld57L6H33gMhhCSQnuzeP87GBURFhWwg3+958syWmdlvJzO7M2fPe17Qelbdr7yI1B3QZChcs8qccBuubgLKQtsZgAXZJ2F6Q4k4LX6E9CPKMUo/JEfSxpdg0+v6hbnR5wrBPr4Amnx37joduTCxnLKO2kwGnzBYNQCq/EedDC0v6LoeitWDzYMgqpuyWI5Mgml1dCwaDFcLZ7uMSnSAPUMlmtZ5Syf++SRvgg0vqONnbrrmAaQb2CDtoL73eu6Gem9D0mqVkuam6fntH0DqNmgyTB1GUzZJaIpsW/Dv2XAxXLJzsMt+/gWU6vIUtv7T8anY6rKs32Aw/E38w6D3jwRYWYwO/oTXJ64l7sAFL9EMBkNBcHQ9jm86kH1yP/fmPkv3O58hMtjX3aO6JKLRaiDWsqwKlmV5A7cBk86bZxJwp/P2TcA8h8NxQafRZceere5o4Y10sRpzN9jtusjMF4YimrtaDdtzYctbgA0CY2XpX9YHJhSH2a0hJ1nlN7Nb67FfS+tkvsqj0HOnnBHWJWlSZzAUbiJbQqMvdDttj46JkFoqnTm5EkpfpyD4oCqw6WXY8CIExSr/6MBo8C8NFe87d505KTC5CmCD1pPUoe3YTAiuCnGPKS+pwzw5L478ImeTfzSc3g5Tq0PC4gLeCAbDZWLPMMg4on09N03h1JGtlSGWT162SkQtD0g/yLlmkjwJuZaHuq9teE4laPvHABZ4Bqvxw8mVcvdVvBsafSoXoeUByesL9v0aLpYr6xzMZoNyzdzy0gaD4Q+IrIZ1/VdUzN7Be37DuW9EHPEpGe4elcFQ9Ng5C77rRmqWg+syB9Hj+j7UK1s4XLn/Ws1w1sc/DMwEtgHjHA7HFsuyXrMs61rnbMOAcMuydgP/AX7XErbA8C8FLcfA0enKNAqtDdPruAJAARp84rq993tI3QrYocazcN1h6LgYKt0HyRs1T+IKPR99vXJaum1W56d895HBUFSIvQ/K3qrbqdthbhuocKecffFT1anp9A51PtvyJqx/RqJRUKxCeuu/B375P5o7KyqyTsCUKnIRNR8FJ1eBXylI2yfnhc1TbsAOC1Syk5EgR1NOCsxpA9s/dgVwGwxXIue7jLZ/CJnHoe7b52bCLL9DzqC8C5zsl+wMNxyFXnuh8qPqhja1BhyaADhUCpqbAg0+hnK3uJaLbA3dNkK1py/72zT8fa64czCDwVA4qdYD2jxL19x53JAzhftGxpGZk+fuURkMRYctv8KY3pzyL0fH0y/TonkrbmoQ/dfLFRCWu35suhgaNmzoWLNmzaVfcfJmmFYLar2qduCn1rqeC6igk2rQr7mTK4PlqV9trzssNwQoo+WXUlDlEaj/oQlzNBjysefC5Fi5imw+CsFu+RMsuVnPlWinjk3hzeDkcl3Alu4B8zsrjL5Ud5h1gcB4D3/oslZd2jY8D6F1JOh23QAh1TRP5gk5AY/NkbCU4azSiLkLGn15bliwwXClsPNzBVG3nw1hDVW2WaI9tP5Fz2efgkU3QMICBVvbnZleQVUk0pa5UaWiNi/XOjMTVZJ9dIpKPR05UOYGZYWdjcMBi2+AUj2h0t2X5e1ZlhXncDgaXpaVG/4Rl+38y2AwFF7sdhjXD/uO6fTN+i8l6lzDB7fUwd0Nrw2Gq57NE2DCAM5E1qfVkQepVq4UI+5ujKfH5a9WuthzsKJZN7X3OwlBu785VzACqP5f1+3tH+mi0ycCQmu5BCOQvR87VBpoBCOD4WxsntBpmS5E7Tm6oF3YA+q+BVkJkHFMbqSTy3Xhu3MIHByrnJWtg8E7RGWjWplrvXnpML22nBbl+0LyBl0gr77f5STyLa5spRov6tj1CtHje7+HOW312gbDlcRvLqOW2vd3fgo5qc6sPXR8ze0gwcgjwCUYBdeSYOQZBC3GnSsYAfhG6BgCZ5c0oOFZgfQOh/KRVt2vsPqjUy/r2zQYDAaDm7HZ4PovsUVU5lv/T4lbv5ZhS/a5e1QGw9XNxnEw4V6ySzWmR9JjBAaH8lmf+gUiGP0dCtdoCoK8bNg9VLezT2rq4a+p5Q3le+t2ZoIzMLuH7P5RXc5dz76RENYAQqoXzLgNhisJ/yho9j1gdwo6Nlj1AFR5Ao7PVnB2qR5wfD5E91JeS2YC2Px0kVrvfWWsYJfAC4DTQTG7uQSm8KYSpRIWSRTKx+YBdV6HNlMAS+IVQNIamNEQks4Tig2Gwsz5WUY7PpIbr1hdCUbzOrnEH3umpsHVIXWTvtvK3qgLgfOJn6VwenB9B+76FBJXQtwTMKkiTKsNe74GbFC6++V+pwaDwWBwNz5B0Hs0Pl4ejAn6iCHT4li08zJ1szYYijrrR8PPA8kr24J+WU+TkOXF1/0aUizA290j+x1FTzSKnw65qeBdzJX7kJeuaYW+4BWs25vf0OOluunC9GzRKHmLHErl+xXs2A2GK4nyfaDMza7jzTsMdn6iY2rbu1DuNijRFo5MgdgHIGG+XEYJC9QBrfFXWo8t/4MzG3yjwGGHhT2hYn+5AG0+sPY/Kk07m9LdoetaCK6i+45cyE6GWS3g4E8FtBEMhn+BPQe2vQMRzeTK2/01ZJ2EGi+4BKNTG3VMWN7gyFM4fOpWufXy0n//gwdIyF1xj24HVACHBT6RCtee1RR2faEfROp/qOOr0gAFYxsMBoPh6icsBuvm4UTlHObrgK95ZPQa9iemuXtUBsPVxfrR8OuDOGLa8KL/S6w8nMkHt9ShWlSwu0d2QYqeaBTdC6q/oC5MWMo9yafSQE2zTqoDWoU7IWUzeAYogDSf/SPVTSbflWQwGC5M8xE6xlK3Qlh9CIxR3lBQZVg1EOr8Txkte4YpzygrURepcY9ByY7qZJiXDhHO4y8zHkLrqyR01X0K1sah0Ou1//n96wdWgM7L1bkNIC9Nx/OSW2DLYBOQbSjcHBgHaQcUFm/Pgu3vSTwKqep0GG0C72AdM45swKbg+Ji7wK+0OneW7PT79e4dDhmHAQv8y4A9TaWjnkH6bms1AdpOARx63dgHCvZ9GwwGg8G9xLTB6jKYprmreISx3DtiDaczc9w9KoPh6mDbZJj4EMS0YUS5wfy4LpHHOsTSpWaUu0f2hxQ90SgzAfYPVyCuzccVlBtQAcIb6/aeoXIhVXlcXdZKtHcF6NrzYP8P+vXWN9I978FguFLw8IU2kwELDo1XV6bwRnB6l8rOlt0OzUfL1bB1MNR9Fzz9IScZlveD5k6BNnEphNTSOpPj1AnK8oLt70JUN8AB+0fBsXm/H4NXILSeIFEKVJbqU0Itx1cNlJvDYChsOBxyGYVUV1D83u8hIx6qPg3zu0gwimytH0DsWfkLSSRq/DUc+VViq0/YuevNSdd+nz//yVW62W4m9NgmYXfFXZB9GnZ9KZdTsTpGYDUYDIaiRuMBUP9O7uUXaiTN5omx67HbzXeBwfCv2LsAxt8NpRuwrNEnvDZzH52rl+CxDrHuHtmfUvREI3uO7Pt56WrLnU+5W+ResOfCzs+cQpGv2nqfbe9PWADph6GCKU0zGC6KsPrKYwHYOAgqP6JMltxUOLMfVj+g8OrAirD+aWj4BXiHQ/wM2PY+VH9Oy+ZlAB66HT8dyt0KHn66OA52CkrLekNe5u/HYNmg9qvQcpzEpqzj4FtSAvGC7pCdcpk3gsHwN4mfAckbodozKjvbOlg5Xod/ltBT9Um59nAAlv5CakKr8Tqukjepa1o+DgccnQm/lnYFX5foqGPI8oRF18Ov0RJ0sxJhYlk4vROCqsL8rrBvRMFvA4PBYDC4D8uCbu9B2ea87/01CduX8/7sHe4elcFw5XIkDsbcDuGVONT1ex4Yt52KxQP44Na62GyFu7FW0RON/EqpPMU7HE5vdz2ef3J9eKLCQas8qpN2gFJniUb7Rir3qPS1BTdmg+FKp8bzENZI4s2Ku6DGcxDTH7DDsVmw7T1oPxf8o2HVAGg2UuG8uz7XRaxvFJzZfdZxZ5OzqOIAHY+pm8ArVE7CVX9SSlP2ZrhmubqqZR5TjsuxeTC7BaQdKoANYTBcJFvf1vFQrjfsH60yteLNYc83El53D8X1Fe7QcdBuuqaHJujhMjdoemq9ytkWdJGLDwALjs+B3NMqUat0H9QdDE2+heBqKvkE2PedvgsPTyzAN28wGAyGQoGnN9w6Eo+gSEYFfMT4+auZvOGou0dlMFx5JGyHUTeBfzhnbhnH3WP3ADD0jkYE+nj+xcLup+iJRsmbIHG502VkA89A8ItWrgqo/XdAeXV2ip8JQbGy6wPkputkvOzN4OnnpjdgMFyB2Dyh+ShnJzMLFl0H1Z+H6v/V89vfgyOTocM88C0Oy/pAvXf13MGxOk4Bjs1wHrt2rWvnEKj8qMSfnGTABvu+h2Nz/3gsYQ2g63pdKGclKBMm7YC6siVvuWybwGC4aBJXQMJCqPoflWdufQuCqqhcrHgrSD8K2ScAO799jbcYB/6ldfvQBAhv4hRp+8P0+nBy5bmvEdUFWk9UQHzNF6HBBzoey1yn7ms4SxCir4eK90L52wvozRsMBoOhUBEQgdVnLEG2LEYHfsxL41ex+YhxaBsMF03yIRh5PXh4Ye/7K49PPcbexDQ+v70+ZcP93T26i6LoiUbFakPryep+hl2lLGVvlAXz1Hq17678sOz7x+efW5p2+FfIPWO6phkM/4TgyrowzctQ6/CF3aDqU1DvPT2/aqBE3Q7z5JbY+CKU6gnYFIBteWnZoMqudVpesOUNqPyYS0wCWNhLIu8fEVgeum2AYvXUhQoH5GbC7JZwYullefsGw0Wz9W11HKw4QOVoqTv03eMVKOfRYaeTyMMPsEPFgVCqsx47sx+S1sh5NzlWLqXQWloeJLB6hULrnyFtvx4r0VbTI1NgSnW9Jsjt1+Qb/ZU9q9TNYDAYDEWLEjWwbhxKTO5u3vP6ioHDV3PidNZfL2cwFHUyU2D0LZB9Bvr+zPtx2czZlsDLParTolKEu0d30RQ90QhU1mJ5gM1Xv7Lml6btGKKT5Ip3w4klv29XvG8EBJSDyFbuGbfBcKVT6X6Ivk7BvWkHYNG1EPsgNBkKOGBhD0g/Ah3ny12UuFQCUmBFBQKDytmiukvYDa2lY3nTC1p3SE3Nk5cGc9r/+Vi8i6mzWqluErFyT+u15nWEw5Mu62YwGP6QlO0qBav8sEqptwxWV7OMo9DgU1j/rHNGD4mofqWg0Weu5be9r+mxmRJFvYopGwnAI1D7ebnblNl3dIbctN7hciQt7Ak+EXL7hTfT+re9W6Bv32AwGAyFlCpdsTq+Qkf7Mm7LHMP9o+LIys1z96gMhsJLbjaM7QeJO+HWkUw8VozP5u+hd+My3NGsnLtH97coeqJR6g44MEahoP6l1QEtojlkntAvshXu0MXk0Rlg84YSbbRcxjE4NhvK95Xl32Aw/H0sC5oMA78o8A5TGc7yvlDhLmg6XIG/c9pAxnHoMF+d1Bx5kLwBYu52ibjHZoJHgByDVZ8GLNjwrEpoIpprnqSVsPHVPx+Phw+0maLyG3uWLsz9y8Hi652ZMQZDAbPtXQk6lR9R44VTayX01BqkHzxyUzWfzQOwoN1slX9mJyvPa9encuCV7AyJy8DT17XusjdICIq5E3IzIGE+hNSAaTWV11fjBb1OZgJUfxrK99GPKXuH65g0GAwGQ9GmxWNQpzeP2n6i5KHpvPjLZhymu6bB8HscDpj8KOxbCNd+wibvejwzfiONy4fx6rU1sazCHXx9PkVP/QgoD2WuB/J0gRh9vU6+93yji8Yqj2i+Y7OVHeEZoPsHxoDDLtHIYDD8c3zCoNko5QmFNYRDP8PaJ9SRsNFXcv/NaQ2n90g48goCmxdseE7PB8Ronjxn+dmuT6H+J7q94TkJS5FOl9HmV+DwtD8fj2Wp/KbG81rv6Z0QUkuB3PmuDYOhIEg/AvtHSiD1LQ6b3wAsiGyt764jTgecZzDYs6HK4xBaHY5Mg6nVYffXet4vSo68yg9BdqpEpNC6cGYvBFdR3tHxeSrPPvyrnEydl0OdN5Sb5FcaSveEmoMgL0vh9ZtedtNGMRgMBkOhwbKg58dQpgkf+37FrrULGLZkn7tHZTAUPhYMhg0/QtvnSKh4AwNGrCEi0Icv+tbH2/PKk2CuvBH/W2xecGqDusPkZai7jD0Hdn4OJTupBCYnVdkqZ5eh7f8BitWHkKruG7vBcLVQog3UeBGSVkNUV9j5icJ+YwdCrVcl3izoqtD6DgtUYpOXDsv7QfvZ6KPLqdDnnlHGS+3XdX/TyxDRFIo5w+0XdYfElRcYxHnUeRPqfwg45GwqVhfWPQUbX9avBQbD5WbHEDnrqj0JpzZL2LE8oc7/YPXDzplschv5lYLar8ldtLC7ysoq3KlZMo+pA+GpDTo+HDlQ9QmVXcf0d3YZvE/zxtwLXeIgvBEkrYPjc9U91ObpFKmcOWFV/lPQW8NgMBgMhRFPH7htNB7BJRnu/yHfT1vM/B0J7h6VwVB4WPcDLBwMdfqQ2fwpBo6IIyUjh2/uaEh4oI+7R/ePKHqiUco2SD8EPuEqQyvRTr+0ZhzRiTLAyVWAw1XmkrpTwaKme4zBcOmo+RIUb6nw+dK9YMMLKgmr+RJUvA+ww/I74NBP0HGh8oZOLIID46Dq43o+pIbWlTAfktZCzD26v/V/En19Sur+rGYXJxxVfVwX2ziD8UPrwubX5YRy2C/DRjAYnOSkwu4vocxNEFgB4pwiUY0XYNMbyukC/fABEjlnNNAyVZ+EWq/D/hHK+Oq4SKXYJ5Zo3nK3qVTNw1cuuhn15bQNrQ1Nv3F1A932nlxHFQfChpckmhZvqedW3Vtw28JgMBgMhZuACKw+4wj2zGWk/wc8O3oZuxPOuHtUBoP72b8EJj8GFVrj6PkR//15E+sPJfPhrXWpXirY3aP7xxQ90Si0Bly7D05tgtLX6gR830jZ8aO6ap4TywALIpro/v4fdL/cbe4atcFw9WHzhOY/gIe3QrFLdoLV9ykEuNFnOj5BYtKOD6HDEh2vG5/XsepTHFK2QMxAzXf4Fzg2F8Ia6/6ODyGqE+ABOCQcxc/563FV6AttJuviO3m9Lqx3fAwrB4DdBD4aLhN7hkk4qvYUJG+GhIXax/2j4NgMwAGeISqjDqmh/TEvHdrPVSD84hvkUop9SO7Zrf9T4wabJ1R/Xt9zoXVhUS+5l3CoDC6ftINwcKzyvTa9rK6EYQ3g5EoJtjH93bVlDAaDwVAYiayKdfNwytsP8Z71MQO/X0Fyera7R2UwuI+kfQq+LlYebhnB54sPMXH9UZ7qXJkuNUu6e3T/iqInGoE6yeSmqDQt+xTEz4CytziDRVFJTEgNnSg7HBKNSrQH/1LuHbfBcLURUBaajZA441sSwhrB0tvUNa3FjxKALA9ltWx8DpqPQV3WukPdt7SOI79CkLOzWk4SJK1S5gs25cMUdzoGccD8znBwwl+Pq3R3aDdTF9fJG9WVbe+3sOx2sOdehg1hKNLYc2D7R8ouCm8ES3vr8brvwJonnDNZ+t6ybBJLy94E3TYqp2hFf2UVgb7LlvcF3xISY6s/C/HTJTCdXKFugfnZfaW6usaw42N9353ZrXJR3xKQFKfcv5671VXUYDAYDIazqdQBq9s7tGItd5weyoM/rCUnzzizDUWQzBT48TZVJvQZy8y9Wbw7cwfX1inFQ+0quXt0/5qiKRod/lkB11Gd4dCvOmHPdxE57BKN8i80T66CM3tMaZrBcLko3UP5RvtHQtnbIDBGrb9P74S2UxQA7BkAR6fDljdVOmPPhrgnIKKlArUjGgOWnBqxDymoEbsEpxOL5SQEwAFLbrq4zmglO0D7eQoRTtkMQVXkxFjaW58ZBsOl4uB4SD8IVZ+S0y5/f9s/CuwZmseWXwNvg8ZfQ/PRatCwagBEXaOMo8BKsOsLSDuk7oL+ZeUQ2vSKFq3+LLT+BY4v1HEWFKvHs5MVgO0ZDEecLjt7LrQYCy3HKpTbYDAYDIYL0eheaPIAd3lMp9L+0bw8cYvpqGYoWuTlwvi74eRuuHUkW7OK88TY9dSJDuGdm2pfcZ3SLkTRE43secowKtVd+Q4Hx0JABf26C5C6HXJSIKKZ7u//QSfrZW5w35gNhqudWq+oRfiGZ6Heu+AVAvM6Q3YStJ2uY9U3Usdn/EzwLy/nRPJGsHnDvhESkwAOjYcu69Xp0OEsJ8s4IvEnn4vtjFaiFXRapM+A0zv0WXFoPCy5FfKMBdtwCXA4lCUUXAVKtIUVTkdPqe4KpcYBljfYM7Wvd14JlQbAzk9h9YPqctb0O5WzhVSDAz9IRDqzWyLRrOZq+lDpAbnz7DkK2I7q4hRXgXVP63jKTdH9MjdA9y1Q7hZ3bBGDwWAwXGlc8yZU6cYrXiNJWPML3y/b7+4RGQwFx+yXYPcc6PYuCRGNGTBiDcG+XnxzR0N8vTzcPbpLQtETjU7vhNx0KHMjZCbCsTlQ7lbXyXPick0jmumX1oNj5YTwDnHfmA2Gqx2bh/KNfEvAmoeg5U8qw5nXUTlGbabIReQfrYvn7JPOYGo7+hizw8nlcqoY3vsAACAASURBVFtkHleeS/OR0GKcXBOgDlKuF1TI74aX/npsEU2h02Lw8Ie0fXItHf5FjqW8rEu/LQxFi4QFcGqtwqy3vCWhNLiqAq7zOwQ6nAJlxyUQXh+2fwhxj6p0rOV4dTlz5EoMCmuo0OuwRrDxJXVS8ykODT/WOk4slkBUqqsEq7VPwR6n8y4wRt0JW44DvxIFvSUMBoPBcKVi84Abh2JF1eZzn8/4ZeoUFpiOaoaiQNxwWPE5NHmAzDp3MnBEHElp2XxzR0Mig33dPbpLRtETjUKqwY0nILoXHJogJ0K5W13Pn1gG3mEQVFmCUmaCKU0zGAoC3whoNR4y4lVO03Y65KZJOAooB61+lmjjXxb8S6OMlzPgEwbY5DqqcIfWtecbODYPyt0M7WZJOPLwO+vF7HJtbHkD1jzy12MLbwQdF2gdGUfBJ1JlPItvNMKR4d+x7T256Iq30m3Q/pqXBZxl76/yOEQ0Ur7X2v+oy1rLsQqS3z1MoiY2dV7LPQPJG1TW6chVV8D8rmtHZ2jf94mESTGw3em4q3AX9NgGJTsW4Js3GAwGw1WDdwBWn3F4BRfne5/3+d/oWew6ftrdozIYLh8HlsPUJ6FiB+ydXufJnzaw4bA6pdWKvroMJ0VPNAKVunj4yEUUVBlC67ieS1wul5FlqTTNK1TBoQaD4fIT3ggaDFE4/cGxEo4yj0s4CmsAzUZC0hoJR/m5Yzkp4F9Gt7d/CGX76vayvpBzGkq2V/5LXiYEVnS9lj1bF887P9W8FzO29nNUqpaVCN7F4OhUWHyTKVUz/DOSt8DRaRD7sLoEOvLAO1xB15zVqc8nAuq8AQfGwqr7VbrWYrSEoJRtCn/PS5ewdPAnradYXeVy2Xyg4gDXuo5O0ffarCaQtl9CaGBlaPqtS1gyGAwGg+GfEFQC2+0/EeqVxxfWYB75fgGJZ8yPa4arkORDMLYvFCsHN33LR/P3MXVjPP/tUvWK75R2IYqmaARyMxxfoADs/NK0rCRI3SbRKDddJShlb5LAZDAYCoZKA6HS/bD1bWUYtZmsDlELuiirpdHncGyWhKKS18iNZNnAK0ztyM9sl1swM14laKBslgYfK9S+WEPXa9mzAadAPK/zX4+teHNoP1MX1zmp4Bmoi/Clt5lwbMPfZ/sHEm1CaqpBA3Z19PwNZ2llk2GQsBiW94PiLVQ+li/wbB2saVR3V5lZyc7Q6hc4OA7K91aQdU6qwuNTdyg83isUar6ivKOaz7u+Bw0Gg8Fg+DdEVsN220hirHgGpb3Fg8OXk5mT99fLGQxXCtnpMKaPfjTuPYZft6cxZO4ubm4QzX2tY9w9ustC0RWNDo4HHOeWpp1cqWnx5nB4ki5GTWmawVCwWBY0HAIl2iuw2vKElhNUfjb/GijXG2q/AQd+lHMoooWzbK20ynqS1uiiGVTKc2yubld5BKo/B6fWnOsu9ArT9Nhs+DkKkrf9+fgiW6urGzaVENl8JTAvu105aAbDxZARr+5oFe6ETS+fVT7pbFVs8wPyJIz6hMPiGyCkhkRUT3/Nk3MG9o+Wmyg7UUJpZBvtnwfHOr/D+sHGQfBLadjxkZaLvh6uPybBM6AClO9T0O/eYDAYDFczMW2xen1KM9sW+hx7m2d+Wm86qhmuDhwOmPgQHNsENw4jLi2CZyZspEmFMN68vtZV0SntQhRh0WgshNaCkOquxxKXy7EQ1kjOA/9oXSAaDIaCxealMOyA8rD4eh2nLcfDqXUwvwtUfljBwbs/V9maXxlI2eQqUzs4BorVByxYfqdcFgB13oSYu5X34hetx3JOQrl+6tiWeQymVYf53ZSJ9EcnOCU7QpuJqLOVpc5sB3/Sa9nNr2mGi2DHEOUN+UZCymY5foDfwq/tGRKDqj0JC3ro+6jtDPAOda1j+R1ah38Z/ejhXxbaz1N52ta3tY8v7AmbX1POkYefwuZbTZBbL2kN1HzRlKUZDAaD4dJTtze0f4nrPJZRfeuHfDhnl7tHZDD8exa/D1t+ho6vcCC8BQNGrKFUiC9f9m2At+fVK61cve/sz0g7BCeWQtlbz338xDIIra0Sl/gZztK1ormJDAa34xMmV4U9Fxb2UDvyFmN1obuwO9QcBJUfhZ1DIKoj4AHph1yOjVNrdTGccUTBwSCBp/FXEH0dZBx2hgcDB0ZCvfdVJgQQPxPmdYBptWH3NypXPZ9SXdXxLS8DPP0AGxwYDSvvcXZ2Mxj+gJzTsOsLlZTt+NjV4c8zGHBILAKo9jSsuEuB1u1nn9vR7PhCOdywwZndmraZDCkbYXYbZYFlHFbZpOUJNV7U60T30vKbBsmpV6Ffwb1vg8FgMBQtWj2Jo8Hd3O85mZQFn/Lz2sPuHpHB8M/ZMR3mvQG1biG53gP0/341doeD7/o3pliAt7tHd1kpmorIwXGanl2aZs/TL7URzVW65sg1pWkGg7sJrgKtflK20ZLboHRPaPEjJK6ART3kHIp9EPZ+B5Gt5LDA07W83RlQvWcYHJmq2zZPrSOyrcKxAbBUClfvPX0GYAevYvpcWDUQfi0D65+T4Hw25W6RCJWTqrBigH3D1ZHN2LANf8SeoQpwzz2jqSMP8IDcVE3tWRJ0Dv2sedpNVwfBfHJSYVl+SZlToIy+FtY+DtPrQdJqud8AIltC980QVl/rKnMTHJ4o117Nl4zLyGAwGAyXD8vC6v4e9srdGOQ1gnk/f8PKvSfdPSqD4e9zYgdMGABRdcjq9iEDR63lcFIG39zRkAoRAe4e3WWnaIpGB8aopCWokuuxlC06oY5oJrdAcNVzc08MBoN7KNkRGn4G8dMl4JS5UQ6fE0vkOKrzP3WHSligMh3LAd5OAcc664J4RX/Icp6oePiqvKxYXbkwcOhvYXeoMxhKdoKcUwoMbj5OOTHb3oFJFWDJLZCwxCUKVRqoMWQlgL/zwn7X57DhOSMcGX6PPUdd/gIrQsJ8fgu79gnPn0ETr1A4s0uB1qG1zl3Hinsh46hzvhA5iA7/KnHVvwzgUEh7sxHQfq7E14PjJGxGtpHLKCjW/DBiMBgMhsuPzQPbTcOwl2rAB56f8cWIUexOOOPuURkMF09GMvzYG7x8cdw6imcn7WbVviTevbk2jcqHuXt0BYLnX89ylXF6j8pb6r5z7uOJyzQNKKcuNbVeNd1kDIbCQux9ukje/JoyWeq+pceX3Q4LukKbqXIH7v0OLG8Iqq4W5HnpulDOSoSsE7D6IWg5Rst6BcvBMcsZpO2wtI55HZwd0nzh6GRYdS90Xg71P5AYtPsb5RcVqwdVHlUwd/VnJUhtd5a4pWxWpoxHINR60X3bzVD4ODBOZZSAfrfJA89QiY6WNziyJSidioNmo6Bk+3OX3/EpHPrJeceSUykoVhlehyeDPR38SkH3beAdrNly0+HIZCjfV9PkjdBspJY/uRqSN0HKVv14krJVx4rNW38ePppWug+qP1Mw28hgMBgMVxfe/njePo6coZ345NRgHh4WxHsP307xINOh2lDIsefBhHsh+QDcOZmPVmfwy7ojPNmpMr3qlnb36AqMouc08iulXJTzu8UkLlcgaeIKwKE2xQaDofBQ6xW5erYOhu0fqby05U8Sged3hjpvQ8V7ddF9ahVU6K/lshIlNIEC8A+Mda3TN1JZMT7FATt4BIAjB+ZdI6GqzI0qGZrZUKJVvXfg+sMqSbNny700sSxsfh2qPQMx/SUYFW+l9W96SWM1GEAnHmufcN3Pz9SyZ2nqyFae0Zk9UOctqHCWE8hhh02vQdwjZ63QgsBYdfE7OBZCKuvhJkNdghHA0anqpFb2Ztj4sgKzT66GiWVgZmPlcO36TEHwxVtC5Ycg5i7t/yU7yYHrH305tojBYDAYigoB4XjdOREf/2Dey3yV57+dTHq26TprKOTMfQ12z4au7/DTiTJ8PHcXNzWI5uH2lf562asIqzC3P2zYsKFjzZo1BfNik2IhtAakHVTGwzUrC+Z1DQbDxWPPg6W3KOul2ShdVB+ZAotvhOBq0G4mbHkTdn4CWHIBHRitZT0CIC9NromeeyHgrF8HUrbDrKZybXgGqVTV8oDmo1T2c2CMytha/QzRPbWMwwHH56rU6Og0XeyX7wOnd6t0rswNcGiC5m30NcQOKNBNZShk5GXJFXd8vvYxHNrPPIMg97T2L4fz5Dn2AZVkWhZkp8hBt+1dV0laUBU4vQN1WnOozLLOYFh9vwTQa1ae65RdfDMkLFRp2qHxeszmDaW6QdlbILwRBFQAm0cBbhAXlmXFORyOhm55ccMFKdDzL4PBULRI2E7O0M4cyfRlSPlPefeuTnjYTHWHoRCyaTxMuAca9GdhlRe45/vVNI0J59u7Gl01ndIu9hzs6ni3/5bME+o+E1hR4aDl+vz1MgaDoeCxeSjPKLKNukodnQGle6hr1OkdMK+9SsWqPAE44PAk8C2pZfPSAEsOoZmNIDfLtd6QqtBhvkrSck9ravOEpX2gRDso308X9It6wZ5vtYxlKW+p7VTovlXOjAM/wonFKn07MkXOKIDVA2H/WQ4nQ9EiJxUWdJNglL+P5TrzHHLPAJZLMCrVHRoMgdO7FKj+a7TcSfmCUUx/CZOg3KKmw6FLnLoEpu2HWi+fKxilx0v4zEmRYOQZAI2Hwg3HofUvctUGVXKbYGQwGAyGIkZkVbz6jSfaK4W79z/NW7+sojCbGAxFlKPrYeLDUKYpW+q8wIOj4ogtEcQXfetfNYLR36HoveMLkbhC06yTYNnUEclgMBROPHyh9UQIrQmLr4f42RDVGdpOh7QDMNtZXlPxHsg7g0KuzyMzXiVnuRmux8LqqVTN8gB7hpwhPhGw6j4FEVe4S+taeQ9sfuPckOuQatD4S+h1SGV0lk0lR3u+hTI3a55lvV0d3AxFh4xjMKetnD6g/dfycgqT3vwWwg4QXFOh7ot6wZQqsPsrZWSB9kvfEnIdkacA7F77IeYOla5teVMNHkp11/y5GbDtPZhSWYKUfxk93mwkVLoHvEMLbBMYDAaDwXAOZRrjedsPVPM4RIf1j/P1vC3uHpHB4OJMAoy5HfzDOXLN19w1cgOh/t58378RQb5Fs+usEY0ATq7SRV7CIohsB35R7h6RwWD4M7xDoN1sCKoMi66FY3OhRFtoP0+OitktocpjUKIDZB53lgMBPpH89rGXshnmtJELJJ/IltBqIir7QeHEobVg/TP6XCjnzJjZ+BKseUjlcmfjGwG1BsF1h6DGC7qYP/QT+Eah7mzXQvzcy7ddDIWL07thVnNI3aGsIJs35CSDIw/smXK95e+PNj8gFxZfB0lxUHMQVPkPnFwBHn5aJjPRKTQBrcaDj7Njx55hcGYv1HS6jBIWw7RasO5p5SZ5h0N2shx60de5Y0sYDAaDwXAusR2xrvuSJh7bqLjgYcav2uvuERkMkJsN4+6A9EROX/c9d4zdR1ZOHt/3b0SJYF93j85tGNEI1EnGv5w6KJ0fkG0wGAonvhFqJx4UCwt7wrF5ENEYOi2WK2N2a5XqBFZSORAWZB2H0tfymyiUtBrmtJPLMJ/o7tD4G+T+sEHyZojqClvfAq8gKHOr5tv1hfKVznYr5eMZAHXe0Fhs3pCd5HzCrtDu44su22YxFBKS4iQY5Z6WuydhkcudFlSF3/ZB7M5JhvL0mn4P1+6D7FOw7W25kvIy1K2v+n8lNEW2UWkkSAza+CJEtpZIGve4xFCHHdpMkogaUE77YP0PTFdQg8FgMBQabHVuwd71fTp6rMNn8oPM3xbv7iEZijIOB0x/Gg4uJ7v7J/SfmcOhpAy+uaMhsSWC3D06t2JEI4DkDTpZt3krvNZgMFwZ5AtHgRVhYQ9lxoRUh85Lwbc4zO8CNV9S9ks+R36Fqmd1sDq1Hua0hvSjrscq3QN130EX9JZKWCvdD7u/1GPRzs+JQz9LBMpK4oIUbw4tx+lCP6wheEdq+bltYPvHl3ZbGAoPx+aoJM3THzothWMzUW5RjvbV09s4p2wyuIZC3LtuUHj7wp6wc4iec+RCeFO4ZrUz4N0GLca4lt38ukTP8nfA9Dqw42OVZ3bbqBBte5Z+GIm5E8LqF9w2MBgMBoPhIvBscg+Z7QbR02M5iT8+yPqDp9w9JENRZc0wiPsee/PHeWBDBeIOnuLDW+vSJCbc3SNzO0Y0yk5RDkrGUXWSMTkPBsOVhW9x6DAXAmNgQXeInyVnRaclEFxFGUQx9/Cbcwhg73C1HwfArjKi2S3h9B7Xeqs/DdWe0fM5yXIl1fmfys1yUl3ZMYkrtGzawQuPL7qXHB5JayCmn3MswNrHYUYTSFp36beJwX0cGKvQ68AK0GmZBMvd3/KbAHl+xFax+tBjs3K5Tq1X8PXxueAZAgEx4B0GrX+G9c/KtVSuN/g5w91Td8COIVrHqgFyF3WYDw0/Aa9AODhOpW02b6j9ZgFvCIPBYDAYLg7fNv8hrekT3Gybx6bvHmFvwml3D8lQ1Ni/BKb/F0fsNTyb3Iu52xN4rVdNutc2sTXwL0Ujy7LCLMuabVnWLue02B/Ml2dZ1nrn36R/85qXnORNmuaeMaVpBsOVim8kdJinjKOFPXTh7hsJHRcq62jnxxDRnN9KgbJPSiAKKK/79mxlH81uqXK0fOq9DRXuABwqNzq9B5p8CwnzITNB5UCOXAnPs5rBqY0XHl+VxyD2Idj+vtqbN/xcjyetghn1YVk/rcNwZbPjE1jaW86gjovAvxRs/wDIdc2TdpYwafOVgyg7GVY9oH0h6wSUuRGqPARpe6HxVxKDdnwElic0+ty1fNxjmp6K0/dXt43a30HrPDpdpW3Vn9VYDFcVV8U5mMFgMDgJuGYQKbXvoZ9jMvO/epJjKZnuHpKhqJC0D8b2g7AYPgp+hnFr43msQyz9mpZz98gKDf/WafQsMNfhcMQCc533L0SGw+Go6/y79l++5qUleYOmHv5Qqod7x2IwGP45vpHQcQFENNOF+87PwCsY2kyV8JO4DHyKKyMG4NRaZzC2M+MlLx1y01WqlrjStd5mwyHqGt3eOwzyMqHVBJX8pB+WQJCXqb85rZStdD6WBQ0+kptxzUNyRTXIL0+zwf4xMKUqbHpN6zFcWTgcsOFFiHtUzrJ2M+VaTVoP2z90zmRBaJ1zl2s5AfYOhUkxKn20PKDpcKj2NGx1CpZlb4QVd0ucjOkP3sFadve3ED9TAdn1P1RuktdZZZiHftEyPpFQ7ckC2QyGAufKPwczGAyGfCyLkOveI6nyrdyTN5Zpnz/JqbRsd4/KcLWTmQo/3gYOO+Ni3+Hjpcfp27Qsj3eMdffIChX/VjTqBQx33h4OXHltWZLWAZZ+2fX0c/doDAbDv8E7FNrOgOhrYc3DsHGQK1y4xotyceAAywewyemT34ocIDdVAsDc9urIlk/baVCsgW6veQi8wiQMZMZD+kG1Rc9JVSnRgi6w74ffj83mqSyakJqw5GYo0R5qvQbYpVuFN4FNg2BqDTgy5bJtIsMlxp4Lqwaq5X3Fe6HlTypnXP0gzGzAb+62tjNczlaAYnVh0wuw6j7IOQNeodBxsUSi5f3ArzQ0GCLx59gswKZgd4DDk1WOhg3aTYeqj/8+4HrbO5rWe1/ZSoarkSv/HMxgMBjOxmYj7LYvOBFzPXdnjWLi5/8lLSv3r5czGP4J9jyYcA8k7mJRvfd5Zn463WqV5NVra2KZxiHn8G9FoxIOhyMewDmN/IP5fC3LWmNZ1grLsgrXSc2JxYADyt/u7pEYDIZLgacftBwPMXfD5tdg9QNyY9R5HRp/rVIfRxYSazwg/ZDKhEAupJxk8PCF+V0VdA1g2eCaFRBcE3DAvPYqbevo/PxIPwABFSAjXqLQ8r6w5S1Xt6x8vIKg7RQ5Qhb2hNj7FMrtyIUTS6HuYOXPLOwJC3rCmX0Ft90Mf5/cDFh8I+wZCjVekECz+XWYVAl2f+PKLyrfF/b/COQ5H7CUX5R2CGw+4F9a+1fxZrDuaWVsNRsO2LX/YoNyt4F/NOz5Fhb10nONvnC54M7mxApI3S5BtIIpu76KufLPwQwGg+F8bB4U7zuM+DLduSvtW37+/HmycvP+ejmD4e8yZxDsmsWWui9y1wI/WlQK58Nb6+JhM4LR+fylaGRZ1hzLsjZf4K/X33idsg6HoyHQB/jIsqyKf/J6A50nN2tOnDjxN17iH+Cww5k9Cgot2eHyvpbBYCg4bJ7QZChUfw52f6UuallJUGmAXEM2H83nyEPOI+dHoSMH/KLVntwrGBbfBHuGudbZNU7drxy5cgQFVIDOy8EvSo4j3+KQuhNKdoYNz8ttYj/vFzL/aGg9ETKPweIboPb/oMKdWueGFxRYXO9dSFgAU2uqy5rdnCwVOrJPqXPekclQ/yPwKwVTYiVUlu4BZW4B7BIkq78A+78/d/mSnSVQhlSDzssU2n5kGuz6Aqr+R9lEcU9A5gmtp9pTKllbeY/Ezsi22p8vxMq7NW02wrVvG65ICvIcrEDPvwwGg+HPsHkQddcIDkd1ol/KV/z85Svk5tndPSrD1cS6H2DZJxyJ7ct1q6pSt0woX/driI+nh7tHVij5y7NJh8PR0eFw1LzA30TguGVZUQDOacIfrOOoc7oXWADU+5PX+9rhcDR0OBwNixcv/g/e0t8geYMuGiOa6YLQYDBcPVgW1P2fStNOLIaZTSBlO5S6BrrEKccM5C7Ky1CnKoCMw1Cyk8KyfSJg5b2w9V095+EN3TeDbxTkpcHkGPAtqU5tYfUh/YicTidXqUva7i9h0fWQm3bu2MIbKbvmxFJYfR80HqpMNUceLL1FDpHuWyGyjbqszWkFKdsKbNMZ/oL0IzC7lf7P1f8Lu79Q2WJwNei8UmVlB8do3tqvwazGrmUtLzmPjs2SS6jjIomOmQmwsj+E1oI6byjEet9wOc9KdoH9P6iDml8plVw2/vr3JWmg0sbUbRBc3RWKbbhiKchzsAI9/zIYDIa/wsOT6Ht/5EDxtvROHMKv37yO3X5+C1KD4R9wYBlMfoyUqBZ03t6V2MggvuvfmAAfowf8Ef/2J8hJwJ3O23cCE8+fwbKsYpZl+ThvRwAtgK3/8nUvDbudDoJypjTNYLhqiblTbchzU2FWE12Mh9aA7lvkOHLkOIWjbAh1Xksdmw2V7oesRAUJr38G1v1X5WYevnDtLvAK0fOTKsqt2H6OHCZZiXINHZkMNV+B+Gkwpw1kHDt3XOVugVqvwL4RsOMDaPUThDeTA3JpH7VdbztVAcepO2B6Xdj85u+dS4aCJWUbzGoOZ/ZDsXqwdbD2izaTtZ+FN5KzDbv2nW0fQ+5ZrYPDGsD+kRD7oBxnXkFafsXdkJ0CzUerm9+qgeAdDvZM8PBU570SHSHjqMoYgy8Q0JibrvXAWUHrhquYK/sczGAwGP4KDy/K3fcTe8Nac9OxD5g69BUc55f+Gwx/h5N7YEwfsoLK0u3oPZQIDWTEPY0J8fNy98gKNf9WNBoMdLIsaxfQyXkfy7IaWpY11DlPNWCNZVkbgPnAYIfDUThOWI5O17Tcre4dh8FguLwUb67W5gEVYGEPlfkElIUuqwELHNmQeRj8SkBgJS2z+yuoNNDpOIpUsPCqARJtPAPg2r1yK2UcgcmV5RJq9bPEgNwzKj3aM0wuopRtMKsppJz30VfzZSh7qxwk8TOh3VQIrioHyYr+KlWq0Bd6bIPo62Dji3K4nN7zu7doKABOLJVglJUI9iz9P+u9C902STC0LHXtS16v+XNSIOuIa3mPQDi5Qt3OGn7qcrju+gKOTtW6Qmsq1yj9qMLV/cvIPVT1SQW3R7aGyg9feHybX1PYe0A5U3JdNLiyz8EMBoPhYvD0psKD49lZrC09j37E7GEvG+HI8M9IT4IfbiLXYXHz6SfArxij7mlCRKCPu0dW6LEK80HXsGFDx5o1ay7PyjOOwy8l1e3oppOX5zUMBkPhIjdNToyD4yCqqzJf4mfD8rPCgivdL/dPXrruR7aDxKXqbpWVIPGmxY9yHKUfkdPInqUyte5bwLuYXCHrnlb2TEB5BRYvv0NlcK1/gRLtzhpThpxIqVuVj+RdDGY208W/PUtCQrWnNO+BsbDqfjmZGgyBmLsuXKJkuPQcnABLb9NtRy7E9Ic6/wO/kq55krfAtDq4Aq/Pw+YDLcdC9FlxNCnbYEZ9ZRS1nQbH58G8jhBSwykyOpSZFD8dTiyBbhshMOb36z61HqY7u7U1GAJVHrk077sAsCwrzpm5YygkXNbzL4PBYPgHOHKz2frZrdQ4NY+FZR+mzd1vuntIhiuJ3CwYcR32I3EM4CU2e1Rj7MBmlI8IcPfI3MrFnoMV3YTMg+M0DW/85/MZDIarB88Atb1v+JnKv6bXhYAyUHGgcwZLOURlbnAtk7BAZUI5qXIcHf5V5UfZKep61WW1xKHMYzC5ioKLqz0FLcfp8TN7Ie4xaDdLIdjzr4G9I84akx+0/lXlbguvlbDQfqZK3jwDJT5tek0lTOVulWgQ1lBhx0tugiwjel92Nr6mbe3IVWB15+XQ9NtzBaPcDFjQlXMEI5u367ZngJY7WzDKy4JlffR/bvqdRM2V94J/WUjZwm+CkVegnGh1376wYGTPg5UDlLnl4Q8V+l3qLWAwGAwGg1uxPL2p/vA4NoR2oM3BT1n23bPuHpLhSsHhgEmPwMFlvMiDbLRVY/SApkVeMPo7FF3RKP+irXhL947DYDAULJYFlR+EziskzMxtq3Ke4OqoR7oH7B8FxRo457fpcXu2Ss58ikPCEi2XcVzBxa2dUSLZiTC5EqTugrI3K+PGM0jBxMtul3BUvBWsuBM2DtKXGIB/KQlHGfESJwIrQdspYM9RGPemQbDhOc0fUAY6zIW67yg3aVodlU0ZLj152TCnHWweJAGw9pvQdR1END13vuxkmF4f0g+5HguppX0GABt0Xg1h5+UP6GQ/1wAAIABJREFUb3xRDqEmTgFq3VOQdsAVnF77dShzvbqolWgHsQ9ceJzb3oakNdo/yvcG79BL8vYNBoPBYChMWB5e1Hp4LGtCOtH8wBfEDX3UdS5lMPwRC9+GjWP50tabWVYLfhzQhIrFA909qiuKoikandkLp5y269Da7h2LwWBwD2H1oGucxJ2NL4BXsNqj5ztFTsWBZ7CyimxeUPYWiQDZSQovTtkOs1vo86R0d4k4oNDjaTXh+CJlKXVdq45XKZvkUGo9SaVNm1+TkJSXqeXCG0GTYZCwSM6k4i3kiso6KefJ1rf1uMMuIav6007hy1flbdveMydOl5KTa1TCnLBAomKPnVDzee0LZ3NsrkoUT293PRbWXP/vfOq9B6HVzl3u6Ez9zyrdD9E94cg05Wj5l1GOVlQ3qPaMnEg4JCxZF/jKTlwJG1+GYvVVzvhHwpLBYDAYDFcBNk8v6j0yhmWh19Lg8HA2fn0v2O3uHpahsLJ2BCx4i6m2dnzNDYwe0JRKkUHuHtUVR9EUjfb/6LpdrI77xmEwGNyLV7C6VTUdLjeQI/+kw/nRaM8GLKeDxC7BxztMjiPLUiDyrOaQtE4laRXucC03ty3s+R6CKkL3rXIypWyCGQ2g4ZdQ5y048KPyazJPaLkKtztbuH+pcOQy1ykPKf2gMm52fqKuWnansBVWH7rEqeRp3dOw6DrIPlVgm++qxJ4D656FmY21Lcv3hZ57Iei8srDcDFjzmP5/2ckqMQNlX51a6ZovuCpUOS+4OiMelveDkJpQ/wPITISV94BXMf2vPYPUTW/dk3KRNRkKgeV/P9ac0xKV/EorgyusobqzGQwGg8FwFePh6UmTR4YzL7w3tePHs+2L3pCX4+5hGQobO2fimPw4K6y6DHIM5IcBTalcwghG/4SiJxo5HLD/B4XWeoXqV12DwVB0sSyIuQO6b4aS+QHVdrC8JCAEVNBDB8cp+LrnToi+XqHWOaedJUxt4Ph8aPy1ys8sL8AGK/vD2mfAOwS6bYCI5nB6B0ypLIdJy58gKc7ZWc3pVKn9JpTqDmse0Tpj74Oag5RxU7ylOrIt76exgdbdcryyb45OU5lUUlxBb8Wrg1PrVe637W3tF02GQfORYDvvqzIpTuHVO4eoXNHTTx3zQPuE46xcowZDznUnOeywrJ/mbzlWTrHVD0BmAuQ4Bb/6H8DB8bDzU3VN+6MOn2segbT9mid1O8Tef8k2hcFgMBgMhRkPDxttHvycaZEDqHZiBrs/uxFyMt09LENh4XAc9nF3sp3yPGk9yfABLagWFezuUV2xFD3RKGWLHAUe/lCstuk8ZDAYhH80tJ2uVuhY4MgBHBIBSnTUPGsegPi50PpnaDxMnx85pzTfgq5weKK6owWUA+9gZSZtfxfmdpLI03kplOwE6QeUfRRSEzosVIbNrKYQPwtsHtBiNARVhiU3w5l9UGsQVByg7lmle8mhtORmBSmDxlH1Mei0WILF7Jaw7wc3bcgrEHsubH4TZjSU+OIVAp2WQcW7z5svT/PNbKr9olR3dbnLTT9rprMEo6iuENXp3HVsHawQ9oafQEh1/YhxaDxgVwh6eDMoVhdW36eOanUHX3jM+8fAvuFQ40U4/DP4RUH52y/BxjAYDAaD4crAw8PGNfe/yy8lH6NS0kIOftINR0ayu4dlcDcn95A76iaO5gbzmO15vruvHTVKhbh7VFc0RU80CqkB16xS62yTZ2QwGM7GsqDyQ9BmEmABdsg+ARlHofS1mmfpTbD5DYi5E7pulMCQe0bCw9LbJNa0nap5/aPBtxQcnwMTy8HJtdBuJpTqptya6XXVde2alRKaFnSDHZ+qPKn1RIkUi3pJVGr0ucZwZBLE3C2BalGvcwWLiKbQZQ2EN4HlfWHtkxqX4Y85vRvmtFYotcMOQbHOsOsm586XdhDmtdd8ZW6Emi/B0aloP3FmSVmervktD2g45Nx1nFiq/KFyt+l/mHZI5Yag/QSgwQcSBH0i5ESyefI7zuyH1fdDRDMo3hoSFkL15+RaMhgMBoOhCOFhs+g18FXGRL9EVMp6jg/pgD3lqLuHZXAXZxLI/v46UjNzeMLrJb68v4spSbsEFD3RyLLAJ1wXeUY0MhgMF6J0D7U3zyd1K6TsgHBn16yNL8Hc9uDpr7Iz/zJO16ID1j4Gm1+Hlj+rdCi4MkS2kyNlZiPY+paei+qi4OJFvWDPd9BxsZwrcY/A6geVYdNyrNyRK+5SCHKLMQrI3j8Kqj4lZ9KCrpCT6hqrbyS0nw2VH4HtH+j5rJMFt+2uFBwO2PWVytHyy/miuuhHhcAK5857YJxzvrXKv6r5okLJtSJNvELAcZZAV+VxCKrkup+VBEv7SBxs9KWWW9BdZY5B1SDzqLqlbRwkkbLlBP0vzycvWwHqOKDZKNjymlxGlQZcog1jMBgMBsOVhc1mces9TzKu8vsEph8m+dN25CXsdPewDAVNxinSh/Uk9/RxnvF+kffuv4EY0yXtklD0RCOAUxs0DTUh2AaD4Q+o9iSU7Ag2b90/s0OB157OduYnV8C02nB0BnRaAoEx6r5m85Gos/IuqPW6s/tWWaj8BGCHDS/AvA4SpSLbABZsflXOoKbfuoKw51+jYOO678KhCSqL8vSTCyooVp226vwPTiyDuR0lSuRj85LLpcm36sY2oxEkbynY7VeYyTwBC6+VW8fmo+Dyas9Am8nKiMon5wysuBuW3grBVaDreihzvf439izXfJYX5KS47nuFQO1XXfcddljRX2JQizF6jVX3Kxjdv7zcZmFNIHUHHJulEsmIxhcee9xjkLhM+VnpB/T/NS4jg8FgMBRxLMuiT5+7mFj3a/Ky08n4sgM5+1f+9YKGq4OsM6QOvQ7PpN286Ps8rzxwB+XCA9w9qquGoikaJW8ELAit4e6RGAyGwoplg2Yj1GHNL1qPObIgNxmwJDQElJfwsPxOaPKd3EGWB4TWhbQDsOE5iQH7hoOnDzQeCtggcbnyc4rV07yWJxydrs5q0TfIzXJiqZxJJTupK9uml+HQr+BdDNrNAO9Q2PGRytaSNyqMO+PYue+hYn/ouEhultnNJXAVdeJnS+yLn6lOeLlp0Gwk1HtbeVL5JK3T/yM/N6jTYgmDs1pI/AHwDtfUkd+xxZmR12AIeJ51orLtXZUV1nsPwhvBvlGw5xvwDIaQahpDaA3YOwxqvPDHrqFdX0pQrP4slL1FriS/UsZlZDAYDAYDEo5uv74Xc5uNIjHXD/vwnmRtmuTuYRkuNzmZnBh6I/6JGxkc+F+efeh+oov5u3tUVxVFVzQKij33pN5gMBjOxy9Kbp2Mw+p8BnKV+JXW7ZRNUHEgnFoH8zvqQj6gHJzeCRXv0zxJK8HyVgByziloN11lbZZNok/WMZUh5Tte5rSE7CToMF95RbObKQMprJG6piVvVlZSu5kK1976tkSPM3uVzZN28Nz3ENHEWXIVAwu7w45PVJpV1MjLhnVPw/zO2vaWDTx8JAZV6Ouaz+GA7R8rmDz3DLSfC3Ve1+NTqup/bnlA9ReUSwUuNxoOCKwIFfq51nd8Pmx4XvtGlUfl+Fpxl9ZR4wWInw4lO8DebyH2QZWoXYiExeqWFtUV/t/efUdHWaZ9HP8+M5NeIARC79Kb9N6siN21oGtbXX3X7q51LbuuZd1V177WVdcua0dRbIAUAem9l5AQIEBIT0hm8rx/XBMDJIFImYTk9zlnTpLJMzP33MnB2ytX6fmwPe+O6coyEhER2c+4MSOZf9J4VgZaEPbx5eRPfbpunn3qgkAxKa9cRKMds3mx/p+45cY/khSnc9GRVjeDRrsXq5+RiFRNizOhww1WEtRqnGWVFGdDywvs++tfgXo9rd/RsgetNCyyCWx6ywIA3siyDJaFd0DyeDh5ppWsOV7LMipIs344/nxrbLzgj7DyCTjxB2veP3McJA0HX6yVVe3ZZRkqoyZCwVZY/ggM/8TGtn83HLLX7vseYlpaz6TmZ8L8m2HeDRZwqiuy11qm1conIL6L7XejITBm4b5lYIU7rcfUgluhySlw2mJoPAoyFsMnjS0Y6I2CMzfA2n/bY8LqWbDPCf6Mh75fNpUzf4v97OI6wsD/QFEmfDfUJtz1+rv1t4ppY4Gj1pfYRLWKJnrmbYbpv7HA39D3LOC19AELXh73+6O4cSIiIsem34zozfZzP+KbkgFET/0ruR/fCIE6dPapA9yAn1UvXUrLHVN5J/EmrrnxHupFhVX3smqluhc0Ks6F3PUKGolI1fV+HOr3gO3fQdsrwZ9tE6vaXW3f3znDehc1HGJBnLyNFlxY9pD1JAqLs4lo3mjLKJkyxqa0JY2C/BRrlO2Ls7446TOgzeWw5Qu7rsdD0PYKa2od3xHyU2HGhRb0aTjIgkXZKyxwNOorCOTD98PLereVCou1a7vcCWtftCbMRVnUepveg0l9IGc9xLSD7JWWnTP6W4hqXHZd+jSbZrf1G+j7jPWOCq8HSx+EScdDcab9jM7dZv2kijP37WXkBqxHVWJ/+7qk2Hoh+fNg+MeWjfTtYLu+9SWw/j/2mLxka4A++L8WDNqfPx+mnWM9lEZ8bmWJ2ydbllE3ZRmJiIhU5tTe7Ui88j3+wznELnuH3NfPgYLM6l6WHAHFxcUsfO4SOu+YxMSkaxl3/YNEhnkP/kA5JHUvaFSUAY1Hlx+nLCJSGV8UDPvISpyyV0DL82FPOmz7zgI/uFZilrEQ9uyE+M4WHHD9ljXU6x8Q3cy+Dm8Ihdth/q2Qs9Yenz4FEnrAcdeBW2RZSvFdLagwdQxENLJ+ODtm2vTH7ZNhwW22tmanwqC3YMcMK4E7cbJlO30/yppk783xWO+ega9ZedP3w23se23kz4PZV9uksejm1oy6KANGTIDj/142yr4kYIGhH0ZboO+UWVZGtmsOfN0blv7VrvNGwdglUFJoGUKwV8DGB3hg6Piy1194l/28Brxqvw/TfwM5q4OZTlutnNCfB42GwbAP7We2vxI//HQp7F4EQ96Dep0tvX7JXyzLqP3VR2v3REREaoUB7Roy4rrnedh3AxGps8h/8UTYua66lyWHISe/kJ+fupA+md8wo+X/Mfa6x/B5615YI5Tq3u7GtLL/qWp6SnWvRESOJfEdLRtk188Q2QgaDYf8zVb6FN3aSsMaDrBR63mbLEgRlmCBojlXQ6uLIXEAFO20kiZvjDW1Tp8KYfUt02XLBOj9Lyt1yl5pZVS+WFj1BGx4I9hIu8QyXNY8B+tfs7W1GQf9/23ZSSset+bXkY1g8smw9dvy76X9VdZbKS8Zvh1oo+Rrk8zl8M0A27P6PW0qWb3OcNp8KzcslZ8GU062wFDri+G0BdaTaO4NlhWUtdquczww6mtrOv11H8CFiCTreeSJAPzQ7vKyzKVNH8Dqp6DjjdDmYlh4N6RNtEyzhD4WJHQD9t+h0V9bUHJ/rgs//x+kfgp9noLmp9v9G9+0UskeDyjLSEREpAo6No7j6pvu557YhyjM2kbRS6NgTQXnI6nx0jJymPvUhQzNn8zSTjcz7OrHcCoq7Zcjqu4FjUREDlXL86DL7Vbe1e53UK8HFG6xrCJvjJWsFW6DM9dB5z9ZUKHUsgesZKnpWGuI7QB5qdZoO+F4CyIUbIWFt0Ori4CABTwSjrfHZy234FOjEWX3zbkWtv9on3e4Dno8CJvehlVPw4nTrOH/j2fA5o/Kv5cmJ1lvJSfMGmhvmXgUNy6E1r9hU+cKtkFkY8haBt3vh5NnWE+gUmmTrBxt5xz7GQx6yybYTexiP9+9e1H1fdYygqadBQVbAK9lmuFaPyNvNPR/xa7NmA9zfmfX9/4XrPsPrHoccKzsMPldu67t5VYCV9lAhkV3WSlj9/uh8y12X+FO+/1oNNQCfyIiIlIlTetFcf9N1/Jw8xdZV9QA970LKZn2pBpkH0OWpexi2fMXcULxj2w6/g56XFzJ8BA54hQ0EhH5NXo9CkkjrJl0/xchpm2wFK0YcCD5fSsdO/5ROHuTBZk8wYyQXXNg6yRo0NdKkwI5sPjPMPBVOGU2ND8DKIHk92wcfOYSiGpiZVHtrrYMpJSPIGMeRLW0ayefDDt/tufvfp9lOq151ho1nzTVsptmXgTrXin/Xup3h1NnQ1wnC4isfTEkW3hU+PNg1pUw5yprRF6UadPRTvwRej5YVv4VKIKFd8LU02xvx8yDBr1h8mjbJ4KT1cLqWx+hjjda2eDc66zfEYA3zH4W3ljAhT5P230F26z/UESS9TFKnwo/X2uPaTUO1r9kn3e5Awb9t+KSNLCJeCsftwbsPf5Wdv/C26wJe/+XK+5/JCIiIpWKjwzjsavP4NM+b/BFYBCeyX+jePwVUJRX3UuTg5i4YBOp/7mYU0pmsmPgPbQ5577qXlKdolOniMiv4fHB0A+sxGzOVTDiM+s5tPdfqjZ/ADMusKbFvR+Hc1Og8+1YelGJZaM4YZZ5VLgDvhtpAYyRn8MZayBxoPVGAtj8ISz4kwWoLsy1Me3eSCgI9iJyi208/KwrrfdN7yes183yhy1QNPpbaDrGSp2WPlT+L2pRTeGkHy0Dau711ovHLQnBRh5BmcthUn/Y+Jb9LPI2QptLbPpZ0rCy63I3WB+nlY9bZtaIL2H101ZylrnM9r1gCzTob+WGzc+E3k/B4rth/av2HN4o6zXkuhDItebaHa6BwB6Yfp5Nthv5eVkACdf6GG1+3x7f61Ho/VjFU9IA1r0Ki+62crl+z5Zdt22yvb8ud0L9bkdtK0VERGozn9fDvef0JXvsS/zDfwmeVV9Q/NJo2LG6upcmFQiUuDw5cQHxn/6WMc4cckb+jUan3VXdy6pzFDQSEfm1oprCsP9ZEGLRnTDyS8tq8cWWXZP6Ofx4lk2/ikiEPo/DWRutgTEEM5NcoAQK02DSQMjdCPEdLPtn+Cc2rQtg2/fwcUOboNbpZjg3DdoFy5M8kfY8G9+0KWGfNIaCdCudW3QXrH3BAlttL4elf4F5N1nz572FxcKITy2QsvIxmHkJBAqP8iYeIRvetP5FecmAawG1kV/CkLdt+lmp5P9ZY+vs1TD4XRt1/3VPWP86tLoAwuIhYy4c93+QtdRKAIe8Z6VlKx/nl/9cBgqsT5Un3L4eNt4CSHOvh52zYPCbFriaOsYCSb4460/leGHIO9Dt7gO/l7l/sCDfoP+WZRMFCu3+2PYWNBQREZHDcungNgy/8iH+wD3kZGwl8PIoWDz+oI+T0MkqKOaW17/nhDlXM8S7kuIznydu9K3Vvaw6SUEjEZFDkTTcsn+2fmPTzoZ9ZOPuo9uUXbPtO5gyxkqKAGJbw+lLrRmy4wVffNm1e7bDl13LJp61PBfO2mAZQAD+bCtl+6yFlTy1uQRO+AHijtt3XY7XJrxlLbWvF94Bn7aAoixIHGRla1PH2td78/ig37/h+Mdg83gre9uTccS264jz58Os38HsK60fVCDfSslOX17WNBrKpqjNvAjiOlumzqLbLaDWcLAFiVI+tmuHfWjNyMMbwKgvYc3zsPgeKzcjmH0VVs9+biWF0PQ0SOxnTck3vA7d7rOAz9TTLdMIF/w59pixS6DNbyt/P6ufs/fS+AQY/hF4w8u+t/xRm7TX/8WKm2aLiIjIrzb0uIbcd9P13FTvOeYXtYJPr8WdcDMUF1T30uq8tdtz+L/nPuPWlJvp7tuCd9w7hPW9rLqXVWc5bg1u/tWvXz933rx51b0MEZHKLbwDVj4BfZ+DsDj7H/+EvrB7IRZo8FjvoJFfQkxLe0xRJkw+BTIXQftrIeUTKNxa9pwtL7ASptg2lsWy5nmYf6s9X/2ekJ9q4+Nj20O7K+2a5Q9bU2bHaxlPfZ6y3j7zb4Lc9Tb5q3C7BVhKRTW3Ztlx7e25YtrahMndi2DBHyG2LYz6at8G0jVB1ir48UzIDY7Mje9qfaEaDdn3uowFMPNiyFkDLc62MrbcddZI+rjrLdizaza0ucz6Hv14BuSnwEnTLXC2/O/W0HrHDHu+iMYW3MOxfT53C+ycDdPPtVK2of+zkrStX5etIb4znDrXsrkq4rqw4lFYfK+tcegH+05Fy1plGVGtLrRMpVrIcZz5ruv2q+51SBmdv0SkLikoCnD/pwtpt/QZrvdNIJDUDe8F/4VGHat7aXXSh/NS+O/nk3jN+ygNw4rw/XY8tBla3cuqlap6BlPQSETkcJQErJdN2pcwcqIFKObfYhkj26cCJda/KCLRpmUl9rfHFWXClFMtuDTkfcucmXedZcYA4EDL86HzrZYRs3shfD/KMlcSB0P738GmdyB9ml3baBhkLoXiTPsa16aw9X0KZlxkY9oHvQkJPWHty7DuRSudim0PBanWw2cfXnsOxwuNR1m5VnTL4K2FfYxsFPqGzGv+bQE0128lZcf/A9pfY5lSpdwSWPWU9QbyxVkwL38z1O8B3f9ie7nyCetP1P8ly0yafJIFy0Z+CVu+tGbibS+HzZ9aw3JPpDXGDm8ARbug658tG+z7kVCvG5w4xXpPlfY+Amh2hv3MK+tf5LqWPbbin5aFNOiNfZtj+/Phu6FWenfGKohMOjp7Ws0UNKp5dP4SkbrGdV3enbOZqV++wxO+F4n3FuMZ8wj0u7ry/47LEZVf5Oe+z5aRsWgiL0Q8T0R0LN7LPoEmPap7abWWgkYiIqFSnAvfDbMeR6f8ZP2MltwHTU6FbcGJW/hshPuQd6DV+XZXUZYFjjLmW4+kFmfDT7+F5A+CjwkGfxJ6Q6dboMkY+G6gBRHCE2Dw25bJsvEt62mUlxx8DPY4sClgg96AVf+ynjtDP7DX3z4Fpp1rgZNRX0JcR8jbbMGVvGT7PGuZ9VMKFFrwyPXv+7494ZatFNMKoltBTGv7PKZ1MGup9b5lVocjZ71l8WQts/d43LUWMAqvv+91+Vtg1hWw/QfwRlvZWv2e0O0e8ETAglvt/bW51JqUh9e3cr30afYz2DLRSs063WpZPtsm2fPGtLFyPX82hCfCydPhh1HgjYFTZsHSB2HdC6UbA/3/DR3+UPn7KfHDvBth3ctw3B/s+r0DcK4LP11q0/hGTYRmpx2ZfayBFDSqeXT+EpG6alFKJn9553tuL3iGEZ4luB1OxTn7eYitnX+4qSlWb8vh+nfmMSLzY+73vYvTpBvOxR9AvRbVvbRaTUEjEZFQykuxhsyecDh5hvUOWvFPaDzaAjS+mLIsoh5/g+7321+uirOt79GuuTD0fQvobBoPP13CL310HJ8FbCIaQutxkPa1Bahwoe0VNjEtogGk/wirnoEtnwcX5QOCgZ6E3hZHylpiwZGW50HWCguYFO6w+/buBVSqcCdMO9sylbrdBy3OsQlj+Sl2y0sJBpo22/17l785HohqYWVuse2tFC6+o32MPa5q/Xnyki1jKHm8vd963WDYx1CvU/lr170K82+2BtS4NgWt+/0W0FpyL6RNtMf3+zc0HmnT66b/BrZ8AQNeswDR5g/tMWENYOEfg3vXF3YHJ965xTB0PCy53ybcDf8EFv0Zds2ya70xMHYpxLWt/D3tyYAZF1pgq+vd0Ovv5f+Kueopy1zq9YgFvGoxBY1qHp2/RKQuyyoo5i+fLiFh+X+5J+x9vFHxeM/5N3SqvX/AqS4lJS5vztrEE18v46GwNznP/Q46nwHnvQLhMdW9vFpPQSMRkVDLWGAlZNHN4cQfYdnfbHpZg/42mav0I1g52YjPLdhTnG3Bm52zYfA70GYcZCyE70eAP9caL/uzgyVSRUCJZQgFigDXsmV6P279jRyPZcv8eJaVMxXu5JfAEQRHxhdZ/51W51nD5h/PsJKtPk9bM+n9AxiBQph1pfX5af97C7pUlEFU4oeCNMjbZJPgcjfsdVtXvgQuprWNo4/vAvWCH+t3s+yoHTNg3Suw6T17v55I6P+CleXtb+cs+Oky691Uurfd77eeTssegpSPrEytx18sY8sTZiVsP10Gye9Bz0cg9TPImGe9pJJGwjeD7HWjW0N+GkQkwJ50a0zuz4Kdc6HJCbD1W8qaZNe3RtzRzSr/HclaYT+b/BQY8LL9zPa3bTJMOcUyz4Z9VOvT4hU0qnl0/hKRus51XT5duIU3P5/EP51n6Uwybo8Lccb8A2ISq3t5tULq7nzu+HAJazZs4O16L9N1zyIYfhuMvg88mtcVCgoaiYhUh/RpVnIW3xVO+B4W3gYb3rDMmrwN0PVe65dTnGXlU4PftuBNcS78eLoFSwa9BW1/C3syYVJfe1xEI8vW2TXbghPeCGtsDTadqzgLGg6BAa9Y4GXdqzZlrf01FgRZ/UxZwKpU4iALxMR1sLK4LRPs+n7Plw8KuSWWXbP875A0wrJ9Ihv+ur0pzrYpYNlrrfdT9iobR5+92kbZl3K8wYwlD1Bi2UHDP7EspVKBPRboWf4PaygO0KAvDHzNPl/+iGUN+eKsL1SnWy1AB9aH6udrrQytw/X2PMVZMORd26svu0DhNitnq9/T1ujPtYBbw8GwfXLZ2sA+90ZYmVpCr8rf/5YvYeYl4IuG4Z9Co8Hlr8lLtp95ZGM4Zbb1Y6rlFDSqeXT+EhExm3flc9sHPzN065vc5PscJ6o+ntOfgG7n1vo/6hwtruvy4fxUHvxiBX3d5bwU9QKRgRycM5+BXuOqe3l1ioJGIiLVZctXVtLVcLBNHyttkByRBIE8GP2tBSzWvw640PhEyzpysKlg26daH6J2V0BJid239SsLWvR8CDZ/ZMGjiEZQnGMNmkt7GOFA87MsGLT6qeBkt2eg081QkA6zLoNt3+67Xl8cNBph5WIpH0Gj4TD8Y2t0vb+N78Kcq20a28gvLEB1OPK3WLAq+X8WMHP9FhTz55bvoRTT2m7+/GAgJ1juF9EIBr1u5WJrX7a98cVZVlHnP5YFi8CyoWZdYRlGLX8DaV/Z40d+YY2yp46FrcE4ixqnAAAgAElEQVQ+Rm2vsF5RnkgoKSzrkQRWMlh6P8CIzyou7yt9zWUPw7IHoUEfuza6ghp9fx58N9wys06dC/EdDn1fjyEKGtU8On+JiJTxB0p4bcZGvvzuex71vUx31uN2Ph1n7BMQf4DsYiknJSOfv05YzpRV2/h7w+8Yl/c2ToN2cMGb0KR7dS+vzlHQSESkOiWPt3HvTcdYlszC26xUzRdn49dPmW2NsH883UqVPBHQ9U7oeAv8NA62/WBZQ8f93p5v8f2w/GH7vPMdlhGz7K/WRBuvPb7xKNj+fbCEDajX3YIbmYttDS3PsfvTp8HP/2eZPsA+vY9KG2n7YqDvcxa42v8vaTvnWFNqfx4MfQ+an1H1fdmTYf2bds6yHkMZwX/jY9pC87PBGwarn7YA2+C3ILYNpM+wrKGds2xy2f680RY4cwPW96npWMvUiu9sJWqlWVOBIvjpYkj5xIJkO6ZBo6G2N5FJsOJxWHSnXdugv+2t4wO3qOy1fLHQ7irrH5W5DAhYSWHb31b8fnPWW0PrXbNtGlv/Fy3TaH+lvws7Z8GICZUHoGohBY1qHp2/RETK27Ajl3s+WkSP1He5I/wjfL4wPKPugoHXge8IDf6opYoDJfxn+kae+WENiU4O4xu+TouMWdD9fDjzaYio/ZnVNZGCRiIi1a20RKzF2TDkA1h8t5WJecItSHLyDIhIhEV3waonLejhi4Wud1lgZ9t30PdZ6HSTPd/WH2DamVbKVf94G/O+/QdYeKeVsDlh0O9FoNgyWwq27LUYB1pfbD10Gg2zEfUr/2VT3tyANXuO7ww7pltj672FJ0J8J8ucajzaJqSVFMHs31tAqtfD1tC5dPpXoBDyU4PNsoMfM5fBrp/L+g7hQOJAaHGWZUaFJ8Kcq2Dr17ZfvZ+EnTNh0/uWGeUGrOQPB7KXW0meG7CMJDy2j24AijLK/xwiGloQqmArFO8uyxCKPc56KQUKIDcZctce+Od53HXQ71nrSbT1a7uv73PQ6cby17quZSnNu8nK7fq/ZL2qKrInw0oady8qa4ZehyhoVPPo/CUiUrGSEpd3f97Mu19N4U7e5ATPAkoSO+AZ+zi0H13dy6uRft6YwX2fLWXN9lzubr2Ga3Kex7snB8Y+Bn0q+OOkhIyCRiIiNcHq52H+TdDkJOtjs+xvVjKGBxr0g5MmW1ZP/hbLTNox3R7ni4eoJtb75/h/WhYSwJ7d8N0wyF5hjxv5FTQaAiv+AUv+CpRAw2HQ7znrjzP/5mAQyOGXEjZvpAWAGg23PkmL74WCVMuC6vcstLwYNr9jU8v27AS8QGD/d2ZK+w853uDnfut/tL/olpA4ABL728cGfSEs3r6X8pkF14qzoeW5ULgL0qfYc0U2sZKu/DTIXEJZ0+l6Noa++VnQbAyEJ9j9xblW3pWfYk25C7ZaY+7UL6Bop+2D44GIxtaHKCzW+iPlrKn8vQF0vBn6PBXshRTsm9Tjb9Zce38F22HejVbqlzTSMqZiWlW8fwXbYcrJkL0Ghn/067K2agkFjWoenb9ERA5sW1Yh/5y0iqzFX/Bg+Nu0YDtu17NxTnoAGrSr7uXVCCkZ+Tz+zWomLE6jW70iXksaT5OUr6FpLzjnRWh8mC0O5LApaCQiUlNseNOyaBIHwcgvYd2LFqgBCyaN+somegGkfGqBiT07932OVhda02xvuGWxzL8Z1jxv32t3tU3i2r0Qvh8ZbCrtWk+e7vfD1m9g6d9s+pfjg2ZjLQMoc5EFeByPBYyKs+z5YttDnyeh6WmWibTyMWsI3epiy8bJWmEZQ3t27PdGHSvzimxqjZyjW0BsW2u0HdHQ3mPpzfHa5Lalf7UMJE94WVmdN9r6N/lzg/2agsIbQMvzofVFkDS8bM8OJC/FJpGVluI1PdUafeenWonZ5o8ga1nZ9RGNYc92iGphgTSAdr+Dgf+BxffBikftvk63WBBp77+Olfhh7Uu2Z4F86z/V+XbweCteW34qTD7J1jjyc/tdqIMUNKp5dP4SEama+ckZPPL5IoZsf4+bwiYQ5gTw9L8KRtwJsRX0hqwDMvOLeH7yOt6alYzH4/J45w2ckfokzp5sGHU3DL3F2hFItVPQSESkJtn8sfXTqdcNRn8DWyZaQ2lcC4QMG19W3lWUZcGUNS8EgzqOZd14o6HNpdDyPCsT2z4VZpwP/hwL0oyaZNf+cIIFYAJ7LGDR6RboeCusehxWPWWvmTQaOv/Jsm12zLQm1DtnWmlZKV+sZSRFNrE+QI5jDadbXWDf9+dB5nLIXWdr2fSuBazCE+zj3hPRqsoXZ0GryCTLEMpZY023+z0PLc75dSnMO2bC5FOt+bjjsywnf54FidwSfunfhGuvG54I/uxg5leKfav1OOtZtPpZWPgnu6/dVTDw1bKfF8DO2TD3Oisxa3KSrTe+U+VrS59mvY6KMi1omDTsV2xS7aKgUc2j85eISNWVlLh8OD+FNybN5rI9HzDONwXCovAOuQmG3Fhn+vXkF/l5e1Yy/56yjpw9fm7o5udG/3+J3DQZmvWGs1+Axl2re5myFwWNRERqmrRvYPq5Vqo0cqJNAJt2rgWE2v3OxsXvHRTJ3WglZ5veDjZk9pd9DKsHzU6HJidD8ruw7XvAgY43QPtrLIMFIHEwpE2wCWE9H7TePjMusGBSSbGViXW50wJRjtd6Li24zTJ9SorALS7/PnxxVmIW3xli20FMSwvseCKspG37D/Z83f8KmUutufPuBbB7iQVwSnmjoPUl1mw7uiWE17dA17KHYN3LlknU5Xbrl1RR82iwrKvibAsw5SXbx9xNsOVzK1PbW1h9aDjQeilFNYN5N1uT6/q9IGu5lcHtXhzMeHKh6ekwaoJNjJt9uT1HhxushK80YJSXDEsfgA3/tefs85QF1SoLbpUU2/XLH7Xg2LDx9rp1mIJGNY/OXyIiv15BUYC3Z2/iqynTuNb/HmO9P+OPSMA35HoYcA1EJVT3Eo+KrPxi3pq1iddnbmR3fjFj20fwcMKXNFj+FoTHwsg7YeAfwOur7qXKfhQ0EhGpidJnwLSzAMcCBt4Y+GG0lWG1vRIGv1H+MZlLYdE9kPalfR3VDBoMhJ3Ty8rYIpKsCbTrh7AE67ez4mF7nX7PWSlb+jSo19WCIaseh3o9LLMod60FfzreaCVtmYttOpo3BtpdbpPg8jZZxpEvxkrTnDArlfPnlV/v3r2ASoXVs/Kywu1WupU0GlpfaNlMjtfWkTYRtnxpQZukkRYU84ZbmVpxTvBjtr3nwnQrjytMryCjKdi/yfFCywvtdep1g7j2FuzZ/AnMvMj2quVvIOVjW0/6lLIm2fV7wmmLIO0r+PFMe77Of4Te/7KAUH4qLHsk2N/IgU43Q/e/QNgB/pqYvRZ++i1kzIX2V0Ofp62nUh2noFHNo/OXiMihy93j578zN/LTtG+5KvAhJ3kX4vfF4BnwezyDb4C4xtW9xCMiPaeQ12ds4p3ZyeTu8XNqx/rc23QOrZY8C4VZ0PdKGH0vxDSs7qVKJRQ0EhGpqXLWw7SzLdOo9xPQZAx8N8gCIi3OhRGfVPy4jIXw8zU2Ch4sy6jZ6Rb82PkTbJ8WbPYc5IRZgMPx2eQvx4XkD6xBdFwnyFkd7BE0DlY/ZeVc3khodZGVWC253xpJ9/gLlARgwxuQt7HseUuKwBsXzB7aq/m1L9YCTsW7g9dE2xpLijhkjs8CMr44648UmVR2C0+0IE7aRAtuAST0hhOnQnj8vs+z8G5Y+U/AAz0fsIyfuA7WZNsXb+Vp4QlwThrsmm0ZW27Asp16/d32bsVjlglFifWT6n6v9W+qjD8f1r5gGUaecBjwKrT6zaHvRS2joFHNo/OXiMjhyyoo5oOfNzNzxhTOL/yI071zwOMj0P0CwgddC82Or+4l/molJS6zNuzi3TnJfLt8OyWuy7ndE7gj8SeaLHsVcrdB2xFw6qPQpHt1L1cOQkEjEZGarDgHZl0BqZ9C28stIDGpHxRus6lmJ/5QeaPnFY/DoruCpWrFlsHT6nxoNc4mrqV9BcsehuLMqq3F8ZWNsA/k//rgjifcgk+dbrUR9qXZM/4CmP6bsvH0zc+CQW+BUwK75sPaFyH1c6wUbAy0vxLqdQ82yvaBx2clbL5Y6720v8zlsHm8BbPyU+0xuBaI63TLviViAT9MPRW2T7aA1uhvYd519jh/sHF4SSHggTPXWGng1DHBgNG90Pw062uU8rE9X7srodt9ENum8n0JFMLal615duF2ayw+8JUDB5jqIAWNah6dv0REjhx/oIRJy7fx1dQZDEt/j3O9M4lyishK7EXs0D/g7XEehEVW9zIPaHt2IZ8t3ML7P29m0658EqLDuLRXPFeF/0DCkv9AQQa0GQ4jboe2I39dD0qpNgoaiYjUdG6JBXeW/hUS+lgGysyLrLF0XCc4ZSZEJFb82OTx1kg5ppWVUm391gI+Uc1sOlrjE62nz7KHgsEQAI8FqJJGQMEWa8a9a7Z9K7IJND8bfJG2ruw1VhZXmFb2mtGtYODr1rQ5UADJ71sgpXQymTfKspTa/856DS28HTLm2fpKii2zKradZTNlrbAMpPa/t7KvAwVfftkv155j80cWLMpaYeVmMW3tvca0g+H/K98jKHuNNQcv2GLXnjoPFt8J61+zsr49O/klU2rIuxZUmn6e3dfqYshZZZPpwupbWVnHG2wqXGWKMmHjOxYsKkiDxidYuWAdbnZ9IAoa1Tw6f4mIHB2LUjKZOGclvmXjOb9kEu09W8n3xpPT7nQSB12Cr+3QyqeuhlhaZgFfL9vG10u3Mi95NwADWidw83HbGZz1Fd5VE8BfCB1OtWBRywHVvGL5tUISNHIc5wLgAaALMMB13QpPGI7jjAGeAbzAf1zX/UdVnl+HFhGpE1In2CS14mxrHr3pfcheZhlEIydAo6EVPy5tkk1Pi2gEwz+BnLUWTNn2AxRn2TXx3YBAWWAHLEDU+VbL/CnxW8+e/GQryxr0FjQ/vewvRNlrbCra2pdgT7rdl9DHMm1anAUxrSFnEyy+27JwXH/Z6zg+W3u9Hhbs2T6FX4IzDfrDgFegQSWp2SUBe73MpTaZbNccu+3ZBTiQNBwaDoWt31iT7dYXw4CXIGyvcrRAMcy5ytaPa6V8IybAmmdgwZ8gqgUUpPJLD6Su91gQbu4fgusPs0yuet2sZ1Gb31pPp4r48yD1C9j8AaR9bdlajYZBz4eg8aiKHyOAgkaH6miewXT+EhE5uvb4A0xZmc7yn76k45ZPONGZT7Szh0xvIumtxpLY/0ISOw0JafPo/CI/8zbtZtaGXfy0bieLU+0s2aVpPOPa+znDN5vENf+DjA0QEQ89zod+V0GTHiFboxxZoQoadcH+D+Bl4PaKDiyO43iBNcDJQCowF7jYdd0VB3t+HVpEpM4oTLeR7Smf2GSyQIEFTHCg1yPQ9a59R7yX2jUXpp4OlMCIL6DRYAsEZSyA7d/bVLUdP1mj7YpENLam03kbLCsIoPFJ0PcpqL9XLbrrWvbMglut4Xap+r2g6Sk2hW3bZFj/H34JDHnCy5e6eSIs8FK0G3AtMyqug/UpKim2HkoFaVam90szbccaeDccZJPPkkbCuldg9dMWWOvzpAV09k6F3vAWzL3e+i2FxdtkulbnW3bVtLMs0Fa4vWwaXf3jbd2ZS+zxvnhoeym0uQQaDimfZl2cY/u162ebDrf1u2CmV3NofZH1iWrQT+nZVaCg0aE5mmcwnb9EREInp7CY2atSSJ8/geapExlcsoAIx08O0ayL6UtOixHEdTuV1u27kBAdhnMEzhaFxQHWpeeyalsOq7dls2BzJotTMvGXuPg8Dn1axHJx062M9iygfspk2LnGHth6KPS5HLqcBeGVTLaVY0ZIy9Mcx5lK5QeWwcADruueGvz6zwCu6z56sOfVoUVE6hTXtZKveTda0CiymQVzAJqcAoPfgqgKJm7krIcpYyxrZuh4ywDaW0kxZK20QFLy/2DbN+zTuLoyEUkWrIlIDE4/SwA8sO1bm7DmjbHAUPHuAz9PdFuI72ivWZRlWVBFu8GfY31/SiedeaPsdcLirI+RL8aaXEc3D2b4eCFvvWVYFWdaMKfVhRDRwB7r+CybafOHULjV1trmEjj+MQiLsX36fmRZ76bSTKJ9eKDXo9D2EltbcZb1PcrbDHnJkL/Z9jJ7hZXxAcQeB01PtmynRkMrDu5JpRQ0OjxH4wym85eISPVwXZeVm1LZtuArIjf/SPvsOTR2bchJmtuAVbQjNboz2Qnd8TfuSVhcEnFRYcRF+oiLCCPc58FfUkJxwMUfcCkOlLArr4j0nEJ2ZO8hPWcPaZkFbNqVR0kwDBDucxiRtIfTE7fS17eR5vkr8G5dDEU51meyzTDoOAY6ngoNDlCeL8ecmhQ0Oh8Y47ru74NfXwYMdF33xkqe61rgWoBWrVr1TU5OPuz1iYgcU/LTYP5NlnXkiQhmCXkhsqH1PWpxZvnHFKbD1DNg93zo+6z13amMPx+mjoX0H+3rqBYW1PHvgezlVW+gfUg8dgDx+CxQ5DrgFtl7LA3ClDbBxhec0ua34M7epW/VwRNh5Wux7S0brOEg+1hZ3ympEgWNDs+ROoPp/CUiUgO5Lrs3L2fHkkl4tsyn3u5lNNqz+Zdv57qRpLqNSHEbkeo2YodbnzwiySeCPNc++ighxlNMUqRLYmQJjSOKaBu2m2bsoF7RdsJzt+AU5dgTesJs6lmzPtBuFLQfDRFx1fLW5eir6hnsoEWSjuN8DzSp4Fv3uq77eVXWUsF9lUaqXNd9BXgF7C9dVXh+EZHaJboZDP8YdsyCRXfCjhlAwDJfpp0FbS6Fvs9Yhk2pyCQ4aQrMvNgylbJW2DWeCv6Z90XDiVNgxT9g8T1QtMumisW0hq53QGAPLHvQSsEcL+z8yTJ+mp1h2Ua7foJd8wDXvi7KgPhOcPzj0HCwrTNrJWQugoxF1osob33wxUssQOR4ILKplabV62plav4cyFplj/ulB5NTVkLmibT+Qr4Yy/4p2LJv2Z3js/KwqKbW3Lpgi2Vs7c8Jt0BV2R02na3VOMtqCosDX1zZx+jmtjcRjVRuJiEVyjOYzl8iIjWQ45DQujsJrfdqGVCYDVsXw7alRGZsom1GMm0zk/Flz8RbnFv5c/mB3OAtsj7UawmN2sFxIyHxOGjeFxp3q/GT3CT0Dho0cl33pMN8jVSg5V5ftwDSKrlWRERKNRoMJ02DLRNg1hVWKuUJt8bOaZNg4KvQ8pyy630xMPxTWPxnWPk45KyBYR9CeP3yz+040O3PNs1s1hXWHDuyKSy+14IvCb2tX0/iAOj/sgWRNr1pj/VGWyPtjjfZ1LPUCTDvJgtotb0Cej8GzU62W6lAIWSvha1fQ+pnNo0sd53dtn59gE1wy0rISgotk6rSS/2wZ4f9lSymNTQ91QJIq58OTkhzILwhFO0oe4wnzN73SVNsL0RqEJ3BRESknMh4aDsc2g4nmJdtXNeyxovzoSgXivLs5vGCL8qCQWHREB5jN5EqCkU79rlAB8dx2gJbgHHAJSF4XRGRY5/jQIuz4dztMO0Ma2wNULQTpp9r2UD9XoDE4Jh5j9eCNvGdbQrYt4Ng5JcQd1zFz9/6IohuAdPOgazl0Pd5G1+/4TXALZtaBjauvjjbMpN2zbVMntg21kOpyYmw7BFY9YQFhTrdaoGl0oCVNxISetit6512sMlZBztnwo6ZkD7NglwH5YGYlhDfFRKOt+BWZBJENbEAkS+uLBtoy0SYfr4FmxyflZeVBozCG1iZXkxLOOEH+yhS++gMJiJSVzhOMDAUCdENDn69SBUd7vS0c4HngEZAJrDIdd1THcdpho11HRu8bizwNDbu9XXXdR+pyvOrEaOIyF5cF5bcD8sfgbiONmnMH6xBj0yClhfYJLP6PS0QtPMnmH6e9Qoa8h40G1PxcxZlWOBm3o2Qn2KZRIF8+74vruw1POGQNMKyc3bMst5HzcZCjwcgsb9dk7XSSt5SP7Om1p1uCQaPEvZ93cAeC0Ztn2rNq3fOslKz8ER7zqQREF4P8EBkI2vKHdnInudgjaaLc2D+H4OBLwCvHaRKeyLFd7Pyt/pdYfS3FnCSaqOeRofmaJ7BdP4SERGp/ULaCPto0aFFRKQCq5+D+bdAo2Fw3B9gxaOQtQxrXxL8N93xQnRLiGwM2astwFO/J9TrYZcVZULeJrv588qe2xcL/lyI6wSD3rASuZz1MPlkuzaqGRSklb0OHqDEytuSRkHDgdb7J28TpHxq5WTeSGgwwAJbxZmQu9Emkbl+W3PC8fbYJifZFDJP2KHtS+n0uYV3WhZUReI6Qc5qaHJysHSv3qG9lhwxChrVPDp/iYiI1H5HrBG2iIjUMJ1ussDM7MttdP3IL6ykbN6NkL3SRsA3HGhxnfxNViLm+iFzCeSstUBSWD1rQt3kZIhpY2VmCX2sTGv9GzD3OphxAQx+00rPxi6CGeOs/1CLc6D9NfZaO2dDxjzLUNr8gd32FyiEHdPsc18MxHeB5mdB45HBjKKE8o/5tXbNtUDazllWhrY3bzQEiiAiwQJG7a6CAS8denBKRERERKSOUNBIRORY1GaclWtNPx++6W8NsMcugfWvWm+hTe9aQKbnIxaccV1Y/5oFltyABU0aDqr4udv/DhJ62SS2ySdBhxug9z9h1Jew8glrlp2xAIa+B11us8f4C+z5V/zDsnyiW0Lri61nUmSSBW1SP4UNb1iQKXMpZC2FzGXQeBQ06A/e8F+/D7mbYf7NsOVz61sE+05Ua3oGpE+2596zA3o+DN3u0RQ0EREREZEqUHmaiMixLHsN/HiGlYMNeAXaXWmZPetetbK1gq1W+tXlNusVtHsRTP+NZQZ1uw+631t5xo0/3/oTrX7GspcGv2Xlajt/hp8uttfs/oAFYTxee0xJMaR8AmtfhPQfrQ9Sy/Oh/dUWxHK8sHsBbHwHtk+27CcAb5T1RYptZwGn6Fb2MSwOSorseUuKIVBgE9d2zoEd04NT0SrgjYZe/4DFd9njHC8MfA3a/vaIbr8cPpWn1Tw6f4mIiNR+6mkkIlJXFO2G6RfA9h+gyx3Q61EL4vgLYN0rsPLx4KSz9tDxBmhxnjXU3vQ2NOgHQ96B+E6VP//2KTD7dxZo6vRH6PEXu3/u9ZbRlHA89H3GgkJ7y1oBa1+CjW/a1LWIRGh+NrQ8z/oXeSNgzy6bnLZ9KmTMhbzNULjVmncflMfWHSiEvI1ld7e+BI67DqacbJPTYlpbJlaD3r92ZyUEFDSqeXT+EhERqf0UNBIRqUtKimH+rbD2BetTNOQdKwsr/V7Kp7DmOdgxw/oKtb4EoprDmmcte+f4x6Dj9ZVPJivOhgW3W/lbRCPo9TC0uxpSP4EFt1lAqdWF0PtxiGm172P9+bB1kmUgbfnCnssXZ+Vxif2tNC1xAEQ3K1tvQZoFkAIF1o8pfTqkfWWZSZ5ISOgNRTsgZ13Z60Q1h1ETbXraDyeAWwxNT4Wh49XwugZT0Kjm0flLRESk9lPQSESkLlr3Ksy7ybJ6hr5fPvsnY4EFjzZ/aFPTIpvYdLO8TTaNrf8LUL9H5c+fMd/G2e+YbtPY+jwJDQfDisdg5T8Bx7KdOt4EkQ3LPz5QZGVpqZ/DrtnW28gN2PciGlpAKiIRwhKAgDXuzt1g1zg+oGS/LCSvXdf+95bttOZFWHSnXdftXuj5kPoX1XAKGtU8On+JiIjUfgoaiYjUVbsX2+Sz3A0WNOl6V/kMIn8epH4Bye9B2teWzYMHcKHpGAsexbap+PldF1I+hoV3WLApaYSVrdXvCYvvtoCUJwJaj4OON0LiAf5b5C+wPksZcyFjoU1ky9tkvYrcAOBAeCLEHWeNv/NT7P05XltzXEfo/YQFrqafZ8EsTzgMeQ9a/eZI7KYcZQoa1Tw6f4mIiNR+ChqJiNRlxdkw51rYPB6angaDXoeoJhVfuyfDJpulfA7bvrHG0wAxbaDJKZDYFxL6QP3ulpVUKlBoPYtWPw15ydbEuuPNFsDZ+Kbd/HlWetb2ckgaCfW6WgDLLbEm3rt+hl1z7OPuRRYICm9gTbubnwkJPS24temdYNNsB3AtkNTzQcswSvkYfr4W/LkQ3QJOmVNW6iY1noJGNY/OXyIiIrWfgkYiInWd68K6l2DBn2w6Wd/noM0lBy7XKglYsGfJ/dZXCA8QLAdzfBDX3iabxbTad8JZxiIbe5+1LDgJbaCVuRXttnK0grTgc4TZ90sKy4JT3iio1w3qdbdAFa5NSMteZeV0uJa5VLLHpqJ1vtWypzKXwqJ7YMc0e57GJ8HICeCLOirbKUeHgkY1j85fIiIitV9Vz2C+UCxGRESqgeNAh+ug8Qk2/WzWpZDyEfR/sfKsI48X2l8Fba+A5A9g2YOQs8aCOQl9AddKxDKXQOH2ip8jUADpU+22z3p8NjHN9ZcFjEqvz5hnN7vQmnWXZhWB9VtqdwW0ONf6HM282Bpje8Lt+x1vgb5PVt7IW0REREREfjUFjUREarv4TnDSdFj9FCy+DyZ2g75PQ5tLK8868nih7W+h9UWQ/D4sfRBSP7bysvbXQNvLLLCTvwX8OTYhLVBgH91i8ERBwRYLBO2YaVlDrt9KyAC8MeDxQYnf7ncDwb5KAK6VwSX0hsajbJ3RLSH9R5h9pZWj+WLtOdwADHgFjrsmBBspIiIiIlK3qDxNRKQuyVplWUe7ZkPiIJs41nDAwR9X4odN78Haf1v/IU8EtDzPgjWNRliQ6WCPz0u2rKXsNWUT0TxhFjxywiAsFur1gAa9Iaq5BbTy06xcbv1rkLsewupBfGfrg1S/Bwz9wAJZcsxSeVrNo/OXiIhI7aeeRiIiUjG3BDa+BYv+DIXboM1lcPyjEN28ao/fvQTWvwob34HiTIhItH5CTXTA8+kAAApOSURBVE+BJidDTMtDX1tJMeyaB+lTYNtkK3FzA9ZEu/EJkPIpZC6CDjdA78fVv6gWUNCo5tH5S0REpPZT0EhERA6sOAeWPwqrnrQR9p1uhk63QlTjqj3eXwCpn8PWSbDtWyjYavfHdbDsn7iOwVsHiGxsGUWeMOtthGM9kfKSIX8z5G2GrBWwY3pZCVv9HtDsdLutf9UCXZFNYMBL0OLso7IlEnoKGtU8On+JiIjUfmqELSIiBxYWB8f/3UrMFt8DK/4Jq5+GdldD1zsgpvWBH++Lgjbj7Oa6kLUctn4LO2ZYGVraJJt4VhXeSIhtb72SGp9gmUVhcRbQmjrGMpC63g3d7rH7RURERETkqFPQSESkrottC0Pfhx4PwsrHYP0rsO5laD0O2v8ekoYffCqZ40D97nbr8ie7ryRgk9ayV0NRRnBq2l6NryOTLDAV3QoiGpY15S7YBmtfsDUUbLWJaX2egNh2R3cfRERERERkHwoaiYiIie8AA1+FHn+FlU9aSdimdyyw0+YyywKK71j15/N4IbaN3Q7GdWHnbFj9HKR8aJlFTU+DIe9C49GH+o5EREREROQwKGgkIiL7im4BfZ+EXg9D6mfWS2jF32H5w1C/lwVxGo+2DKTwhEN/neJs2PYDbP3G+iLlJUNYPHS43hpdx3c4cu9JRERERER+NQWNRESkYr5oaHOJ3fLTIPk9SPsK1r5ovY9wIOF4qNfdStxi20JMW5vCtnc5m+vCnl2Qu77slr0ads21UjVfHDQ5EbrdB60vUs8iEREREZEaQkEjERE5uOhm0OV2uwUKYdfPsH0KpE+H9B8h+V1wS6r2XFHNrOl1lzug2RhoONimqomIiIiISI2ioJGIiPw63khIGmG3UoEia3qdu8GaV+8vvL4FimLbWgaTiIiIiIjUeAoaiYjI4fOGQ1x7u4mIiIiISK1wkBnKIiIiIiIiIiJSFyloJCIiIiIiIiIi5ShoJCIiIiIiIiIi5ShoJCIiIiIiIiIi5ShoJCIiIiIiIiIi5ShoJCIiIiIiIiIi5ShoJCIiIiIiIiIi5ShoJCIiIiIiIiIi5ShoJCIiIiIiIiIi5ShoJCIiIiIiIiIi5ShoJCIiIiIiIiIi5ShoJCIiIiIiIiIi5ShoJCIiIiIiIiIi5ShoJCIiIiIiIiIi5RxW0MhxnAscx1nuOE6J4zj9DnDdJsdxljqOs8hxnHmH85oiIiIidZ3OYCIiIhIKvsN8/DLgPODlKlw72nXdnYf5eiIiIiKiM5iIiIiEwGEFjVzXXQngOM6RWY2IiIiIHJTOYCIiIhIKoepp5ALfOo4z33Gca0P0miIiIiJ1nc5gIiIicsgOmmnkOM73QJMKvnWv67qfV/F1hrqum+Y4ThLwneM4q1zXnVbJ610LlB5qch3HWV3F1/i1GgJK1Q4d7Xdoab9DS/sdetrz0Dqa+936KD3vMS+UZzCdv2o17Xloab9DS/sdWtrv0Kv2M5jjuu5hv5LjOFOB213XPWiDRcdxHgByXdd94rBf+DA4jjPPdd1KG0fKkaX9Di3td2hpv0NPex5a2u+a61g7g+l3KfS056Gl/Q4t7Xdoab9Drybs+VEvT3McJ8ZxnLjSz4FTsOaNIiIiInKU6AwmIiIih+uwgkaO45zrOE4qMBiY6DjON8H7mzmO81XwssbADMdxFgM/AxNd1510OK8rIiIiUpfpDCYiIiKhcLjT0z4FPq3g/jRgbPDzDUCvw3mdo+SV6l5AHaP9Di3td2hpv0NPex5a2u8a5hg+g+l3KfS056Gl/Q4t7Xdoab9Dr9r3/Ij0NBIRERERERERkdrlqPc0EhERERERERGRY0+tDho5jjPGcZzVjuOscxzn7gq+H+E4zvjg9+c4jtMm9KusXaqw539yHGeF4zhLHMf5wXEcjVo+DAfb772uO99xHNdxHE07OAxV2W/HcS4M/o4vdxznvVCvsTapwr8nrRzHmeI4zsLgvyljq2OdtYXjOK87jpPuOE6FjZId82zw57HEcZw+oV6jHDt0Bgstnb9CT2ew0NIZLLR0BgutGn8Gc123Vt4AL7AeaAeEA4uBrvtdcz3wUvDzccD46l73sXyr4p6PBqKDn1+nPT+6+x28Lg6YBswG+lX3uo/VWxV/vzsAC4GE4NdJ1b3uY/VWxf1+Bbgu+HlXYFN1r/tYvgEjgD7Askq+Pxb4GnCAQcCc6l6zbjXzpjNYjdxvnb9CvOfB63QGC9F+6wwW8v3WGezI7nmNPoPV5kyjAcA613U3uK5bBHwAnL3fNWcDbwY//wg40XEcJ4RrrG0Ouueu605xXTc/+OVsoEWI11ibVOV3HOAh4DGgMJSLq4Wqst/XAP92XXc3gOu66SFeY21Slf12gfjg5/WAtBCur9ZxXXcakHGAS84G3nLNbKC+4zhNQ7M6OcboDBZaOn+Fns5goaUzWGjpDBZiNf0MVpuDRs2BlL2+Tg3eV+E1ruv6gSwgMSSrq52qsud7uxqLmMqhOeh+O47TG2jpuu6XoVxYLVWV3++OQEfHcWY6jjPbcZwxIVtd7VOV/X4AuDQ4dvwr4KbQLK3O+rX/xkvdpTNYaOn8FXo6g4WWzmChpTNYzVOtZzBfqF6oGlT016r9R8VV5Rqpuirvp+M4lwL9gJFHdUW12wH323EcD/AUcGWoFlTLVeX324elR4/C/oo73XGc7q7rZh7ltdVGVdnvi4H/uq77L8dxBgNvB/e75Ogvr07SfzOlqnQGCy2dv0JPZ7DQ0hkstHQGq3mq9b+ZtTnTKBVoudfXLSifNvfLNY7j+LDUugOlhcmBVWXPcRznJOBe4CzXdfeEaG210cH2Ow7oDkx1HGcTVv86QY0YD1lV/0353HXdYtd1NwKrsQOM/HpV2e+rgf8BuK47C4gEGoZkdXVTlf6NF0FnsFDT+Sv0dAYLLZ3BQktnsJqnWs9gtTloNBfo4DhOW8dxwrEmixP2u2YCcEXw8/OByW6w05QckoPueTBV92XswKJa48NzwP12XTfLdd2Gruu2cV23DdbD4CzXdedVz3KPeVX5N+UzrNkojuM0xFKlN4R0lbVHVfZ7M3AigOM4XbADy46QrrJumQBcHpzgMQjIcl13a3UvSmokncFCS+ev0NMZLLR0BgstncFqnmo9g9Xa8jTXdf2O49wIfIN1gH/ddd3ljuM8CMxzXXcC8BqWSrcO++vWuOpb8bGvinv+OBALfBjsd7nZdd2zqm3Rx7Aq7rccIVXc72+AUxzHWQEEgDtc191Vfas+dlVxv28DXnUc549Yiu6V+p/OQ+c4zvtYWn/DYI+CvwJhAK7rvoT1LBgLrAPygd9Vz0qlptMZLLR0/go9ncFCS2ew0NIZLPRq+hnM0c9WRERERERERET2V5vL00RERERERERE5BApaCQiIiIiIiIiIuUoaCQiIiIiIiIiIuUoaCQiIiIiIiIiIuUoaCQiIiIiIiIiIuUoaCQiIiIiIiIiIuUoaCQiIiIiIiIiIuUoaCQiIiIiIiIiIuX8Pw5dbOKES/pGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# feature = PolynomialFeature(24)\n",
    "feature = GaussianFeature(np.linspace(0, 1, 24), 0.1)\n",
    "# feature = SigmoidalFeature(np.linspace(0, 1, 24), 10)\n",
    "\n",
    "for a in [1e2, 1., 1e-9]:\n",
    "    y_list = []\n",
    "    plt.figure(figsize=(20, 5))\n",
    "    plt.subplot(1, 2, 1)\n",
    "    for i in range(100):\n",
    "        x_train, y_train = create_toy_data(sinusoidal, 25, 0.25)\n",
    "        X_train = feature.transform(x_train)\n",
    "        X_test = feature.transform(x_test)\n",
    "        model = BayesianRegression(alpha=a, beta=1.)\n",
    "        model.fit(X_train, y_train)\n",
    "        y = model.predict(X_test)\n",
    "        y_list.append(y)\n",
    "        if i < 20:\n",
    "            plt.plot(x_test, y, c=\"orange\")\n",
    "    plt.ylim(-1.5, 1.5)\n",
    "    \n",
    "    plt.subplot(1, 2, 2)\n",
    "    plt.plot(x_test, y_test)\n",
    "    plt.plot(x_test, np.asarray(y_list).mean(axis=0))\n",
    "    plt.ylim(-1.5, 1.5)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3 Bayesian Linear Regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3.1 Parameter distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3ULYFXIkEmz84a6wvgKg0GHkvJFxolSn4GjKe6VTMmlCUUqoH6h8TwoodB75fYJyQ9Sasvw+qcyH5Khj3KO/8N4fzUmIxTif1+xfis/kBbKUbv9/O5gPOenDWWu/7zYQRv7IujzVUQebLViIp2WBd9uoEnXpFKaV6oImDYykorWFHbgkcWgWfngwrr4XABDhnBUx7k6yKcHbnl+B7aCl7/z0cvxWzkJKNGANOXK0bZz2ILwy6CS7YDtPnQ2Bf+O6X8GEifHsz4IRJL8DF2Z2KWVsoSinVA9ltNn5yWjiHPrmcYQFLrCQw5VVI+RGIjbziKt7677/4c8w/GZS7HeMDBkBsgBMbDqpNIPbUn+I34m4IiIUDS6xEkrPAKtf/Ehh6B8Se2nSMSgdpQlFKqZ6moRq2Pc4pOx/BEejg/8rmsMfvNsaWpyCbcsnLWEJa+V/4Tdg2DFYisTrdDeCEgL6Y4b/kjaypFGfWcG/Iu9ZlrfIM8I+FkffDkFsgKNGtYWtCUUqpnsIY2PcerP8VVO6F/pdiH/cY5/oksnRjNrm7vuSMuic426zD+FvFkcPd7gbCR1jJIulypHwXPy57mvrCV2FtNURPgpPfgKTLwe7fJeFrQlFKqZ6gaB2svQsKvoKIsXDWaxA3HYCQ4g3MLrsbaj93FRYEgzmcTGJPg1EPQJ8zIG8hfD4D8pfiY/Njp/+55MTewNmnX9zlp9DhhCIi9xpjHnVnMEop1VvVNTg4UGINIoyPCMTPx9VpXp0PG++37rbyj4FJ/4SBN4LNDiVbYO3dkP/ZUXszOBH2+J3DoDMfgeAkyPyX1cFeude6lDX2TzDoRtZ9W0q9w9kt59juhCIi7zZ+C5wEuCWhiMh5wN8AO/CSMeaRo9b7A68DE4BC4EpjTJY7jq1UV9K6rcqq63h3RSafbsgmOMD6yK2saeC8MX24qs8iAnb82Rqtnno3jHoQ/MKhbIfVWsn7pPkObX4w6CZWyo/YuCuTn2Q8DXvftgYqxp0B4/5qTQRps46VW5zL0H6dux24vY6nhVJmjLnp8BsRec4dAYiIHfgHcA6QDawRkY+MMVsbFbsRKDbGDBaROViJ7Ep3HF+prqJ1WxVX1PKL11cyOimKJ2+Yak3OaAyF29/Fvv5GAgr2Uxd3Pn4Tn4SwoVCeCd9cBbmLmu/MJxRS77E60/O/YMqOnzPNuRKzNwhJuR6G3g4Ro5psUl5dz6qMfG4+e3i3nO8xE4qIBBhjaoA/HrWq4+Pzm5oE7DLG7HYd7z/AbKDxf7rZwO9cr98HnhERMcYYN8WgVFfQun2Ce2LBRk4d3pfrzxhmLSjZDGvvIjp/KYQN5zOfF1l+cAy/t/vDlxdat/MeLaAvjH4I+v4Adr8G/xsHNQewhwxmdei9LCw5i9+cdAYBfk0/zusaHDw+fz1njEogIrhrOuGP1p4WyhoR+RRo0iIxxhS5KYYEYH+j99nA5NbKGGMaRKQUiAYOuSkGpbqC1u0TWE5RJTtySvjtZeOh5pD1xMRdz4NvOEz4Owy5lekVeYS/NwczfyXNRoGEpcLoP0BgHOz8B6TfAcYBfc+DYXdC33NJM8JXH2/k9pe+5uLJKUwa3AcRWLf7EB+s3kO/qGBu+cGIbjvn9iSUscBM4EkRsWElloVu/AuqpdE0R++7PWUQkbnAXICkpKTOR6ZU52jd7ibGGHbklpJ5oBQRYXhCBCmNn6fuAat3HuTUYdH4Zf4DNj5kzew7+Ccw5mFw1MFXV+CX8yGTAo/6hceeAqMfhsos2PpHKP7OSkJD74Sht0Ho4CNF7QL3zBrD+qxCFqTv5a2vdmIMDOkbzo1npTJhUCw2NwxYbK/2JJRwYAvwMDAG+AvwDDDATTFkA/0bvU8Eclspky0iPq6YmrWQjDEvAC8ApKWl6SUD5Wlat7vBlv1FPPvJFiprGxg7IBpjDP9enkF8RBB3zBjFwG5ILJW19SzblENGbikAwxIiCC1ayo8q/wxrd0P82TD+KWtQ4bdzYf8HHE4j1r9idaQPuQMOLIavL4e6IggfBROft2YC9glu8dgiwriUGMalxHT5eR5LexJKIbASWAGUY1XqMjfGsAYYIiIpQA4wB7jqqDIfAde54rgMWKbXmJUX0LrdxTbuLeQP76/jjhmjOGV4/JG/xhscTj7bmM19/17Nn6+ezKD4rksqi9fv54XPtjEuJZrxA2MJrs2kb8YdDDVfc9CZAKfPh+ipkP4T2P9+043FjzVmBgGJ5zLGfAKfn2NNiZI422qR9JnulilRukt7EkoacCcwGngJ+MAY47abml3Xje8AFmPdWvmyMWaLiMwD0o0xHwH/At4QkV1Yf73NcdfxleoqWre7ltMYnvh4I7+YNZZJQ/o0WedjtzFjXBI2EZ5etImnfjytS2JYujGbN5fv5MkbppIU1gCb5kHW02APpCDpYX66bACPr/0niZWzm27oEwKDb6OMCPpteo7E7PnWGJSRv4bBt0Jw/5YP2MMdM6EYY9YBN4hIFHAzsFxEFhlj/uSuIIwxi4BFRy17sNHrGuBydx1Pqe6idbvrrM0sINjfh4mDY1stc/aYBF7/MoNdeaUM7hvu1uM3OJy8tHQ7864cT1Lxm/DlA1BbCINuhOG/JHbjg7w14CFsjZ+s6x9r9aPUHcLseo6whnLqg8fA+D9A8hWuB1x5r/bcNvwFEAIEYXUgOrGa5m5LKEopdby27i9mytA4pI1LQnabjUmD+7A1u9jtCWVVRj6nxexgyPp7oGSjNWPvmD9AxrOwIBWOPGwX8urjKIiYxUDfnYRsmYcDX76pPo1DfW/iohlXetVlrba055LX9UAJUKrXdpVSPYXTGHzk2I90stsEt390VewhafutnGL/FOqTrWnlc/4HS0+nyT1b4aPZUjuS/rav6Fv5IiUmloUNN3Eg5hrOOns8p/YJdW9cHtaeS15Z3RCHUkodl4FxYSxct4+rGdJqGWMMG7IKmT6ir3sOWl8OW/4M25+gn7GxNvAWJkQUwKobaJJIoiZCcDLkLmCkYxMFARMh7SkiEi9ipq33zsnbe89MKdWrTU2N5/lPt5KRW9LqXFVrdhUAMCopqnMHM07Y8zqs/zXUHIDkOVSVFTGu6J9QfbiQQPRkwEDhaijdjDP5Gh5YO4kbLrmC2DYuuRlj2JpdzI6cEgCG9ItgVP/INi/n9USaUJRSXsnXbuOWH4zg4ffW8vAVac36SDbuLeSvH2/g3ovGde6DueAba6LGojUQlQahQ2HvfwgDEOvZiLaoCVC1HwpXQchAGPc4DPoxn2wupypwP0PaSCZb9hfx9KLN1DU4SRsUiwgsXLcPH5uNO2aMZHRydMdj72aaUJRSXuv0kf0wxnD/29+S0ieMcSkxGGNYvfMgB0ur+cWssYwf2MEBf5X7Yf19sPctaz6t8LFQlP79evGlNmgo9ood2IrW4Iw/F9uwl6DfDGoaDIvW7ePdFZk8+qOjZ9v53pb9RTz87lruPH8U01K/H0djjGFlRj6/f38dD1w2njFeklQ0oSilvNoZoxKYlhrP19sOkJlfhgCXnTyQKUP7YLdZnfYOp5PVOw+yK68Mm1gj2VudlqShCrY9BlsftR6JGJwClXugJs9ab/OHgDio2od/3X7Kkufyr31nsPK7cEYeigTWsXlfEamJkTx27RT6x4S0GLcxhr8t3MTPZo5mWmp8k3UiwtRh8dhtwt8WbOKl26Z7xeUvTShKKa/n52PnzNEJnDk6odm6lTvyeeaTzcSGBTAuJYYGJ7yybAf/+GQLd10wmpMGuFowxsDe/8D6e63LV34xUHfISiYAtgCw+VpzcvmGwsRnYcCPCPMN4W7gh8VV7DxgTb1yyw9GEB8R1GbMm/cV4XQapg6La7XMpMF9eGXZDtZnFfaIqVWORROKUqrXWrkjn78v2sRvLh3P6EYd89edPpT0zAL+9H/fWZeUQrNg7c+gYAXYA61Cda4Jn23+4KwHUwfxM6yZfvuc3mzsSHxkEPGRbSeRxrbnlDBxSJ82Wx4iwsTBfdiWXawJRSmlPMXhdPLMJ5t54LLxjOzf9C6vwx/Uvzo3jorPr8H4LUYOj2lxuG7bEl8w9eAbAoNuhiE/sR616yaGlqeaPpoXXOk6QhOKUqpXWp1xkD5hgc2SCWA9LnfH35iwZR74VlnLjMO10gY4IXIMDL0Dkud0yZQoQ/qG889Pt2KMabWVYoxhbWbB9w/o6uE0oSileqWdB0qb3+FlDGR/aD2sqjrXaiFIoyGJ4gtJl1uJJGZKlzYPxg6Ipr7BSXpmARMH92mxzIasQipq6pkwqPX5ynqSY89boJRSXkgQmsy4UrzRenzuV5dAddPH0tTaY2H0PLhoP0x7E2JP7vJrTTYRbp8xisfmb2Dt7oJm08OszzrEnz/4jjtmjOrWh2R1hrZQlFK9UmpCBG98mcG1kyNgxRw4+HmzMibmZJ7NOoezZtxBav/ubwWMHxjDvRefxN8XbiI00M8a2Aik7y6gtLKOX8wa22rrpSfShKKU6pUmJIfgY/8l5oNVR3V+22DA1TD8Hr7MiWXr3kxuS/TcHVQTBsby8u1nsDazgIxca+qVq08dwsTBfbDbvKNlcpgmFKVUj+BwGsqr6xARwgJ9Oz6Qr6EKVlyNPedDxvt/v9jYg5AR98LQO3D6RbJ8ax7PLt7CvDkTERFq6h0cKLY66PtFBeHnY3fDWbWP3SZMGtKn2YPCvI0mFKWUR1XU1DP/2ywWfbePunoHDqchMsSfCyYkM3NCUvs/2GsKYNXNkDu/yeJ6n1heLZvLmvozGZcbhzMnlzW7NhDs78O8OROJjwjkucVbWLoph8hgf4wxlFXX84OxiVwxbRBhgX5dcNa9kyYUpZTHFFfU8qs3VjGkbzjzrpzIoPgwjDFs2V/M21/vYsX2A/zhhxMJ8Gvjo6o8E76dC/nLmi4PGQQnv4Fv7MncZAyT9xWxK68UEeHeixJITYjgUHkNP3t5BZOHxPGPm04hzjW6Paeokne/yeTnr3zDY9dOIaugggXpe8nIs0bCpyZEcMGEZMYkR3nFlCjdRXrrM7PS0tJMenr6sQsq1QEistYYk+aJY/emun3fv1czPCGC61oYZ+E0hsfnb8Df187PZo5uvnHhGlg1F0rXN10ePgZO/T8IG3zM49/7xirGpcQw55SWy760ZBufb84lyN+HiyYNYMLAWAywZtdBPvw2i5H9I7nrgjFe19fRls7Ubb1tWCnlEVkHy9l3qJyrT2v5AVk2EW75wQiWb82lrKrOWmgMZC+ED5Jg8aSmySQyDWbvg5kb2pVMsg6Ws7+wgstOHthqmdp6B8WVtfz2svHMnJBMfGQQfSODmDVxAM/efAr5pdW8/sWO4zrv3kwTilLKI77efoAzRiXgY2/9Yyg8yI+xA2JYk5ENGc/BexGw/AKo3v99ocjxMGsPzFgDwf3bffzVO/M5bUS/Vo9fVlXH0k05nDo8ng17C5utD/Dz4VezT2LB2r1U1ta3+7i9mfahKKU8orK2nqhg/7YL1ZVyPk8zbuubQEPTdWEj4JT3IGJEh45fU+cgJMC31fXLt+UxcXAfokL9qalztFgmJiyA0UnRfLM9n3PGJnYojt5EE4pSyiOiQwLYf6ii5ZWV+yH9p5AznzSO6ucN7A/T/g19TuvU8eMiAo88IrglReW1JEQFszW7mOHjI1stlxgdTFFFbadi6S00oSilOsUYw/acEhau3ceeg2WICKOSopg5PqnVh0sBnDGqH3Of/5K55wwn+HBLoWAFpP8Mitc22r81C0qDTwTrox8mL3w2I5yRDOpk3KeO6MuLS7ZTUFZNbFhgs/XBAT5szylhz8EypgxtfXxIUUXtkbvDTnTah6KU6rAGh5PH5m/gkQ++I7lPCD+bOZrbzxuJn4+Ne15byVtf7Wx12+jQAE4b0Y+/fLie+ox/wQeJ8NkpR5LJ4XaJQ/z4oOZm5hb8l29qzyDzQCkPvrOGn7/6Dbvzyzoce7C/LxdPTuEP76+jvLp5H8jo/lF8vS2PS6cMbHUsTGVNPat35rf5kKwTibZQlFId9sJn2yipquOft04nwPf7D93hiZFcNGkA976xmvAgP2ZOSG6+cUMtd8S/SkPpc/imVx/dTQZgAAAUO0lEQVR5PsiR70b4zjabJ3Jv4LYLJvHS0LgjkyQ6nE6WbMzhvn+v5pFrJjMwLqxD8V996mAqa+uZ+/yXnDeuP+MHxoIxfLurgMXr99MvKpiC0uoWp5g3xvDikm1MHhJHdKj7p7f3RtpCUUp1SGF5DUs3ZfPri8c1SSaHRYUEcN/FJ/HW17twOJ3fr6jYC1/OhveCse94Aj+qm2wnQJZtMrsmbeCpQ3dy98UnM3VYfJMZd+02G+ee1J8bz0rl6UWbO3wOIsIt54zgkWsmU1nTwMtLt/Pysh00OJ08ef1UnrphGttySvj9e2vZll2MMQZjDJv3FfHQO+lkFZRzx4xRHT5+b6MtFKXUMWUeKGXB2n1kHSzHZhNG9o9EgFNS+xIa2PqdUoPiw4kNDWDd7kNMDNoA638BJRublJHG30OHwpSXGRA7jVUZ+UQElTFhYOuzAJ89JoHXv8wg80AZg+I71koBSI4N5bbzRra47vFrp7Bg7T4e/XA9pVV1YCAqxJ+ZacnMHJ+EfwvJ9ESlCUUp1SqH08nfF20mfVcBMyckceboBBwOJysz8lm4dh9px3rwk6OWi8M/YMza18BxqPVyflFw0l9g0A3gehTv1uziY06WaLfZmDgolq3ZxZ1KKG0J8PPhspMHcumUFCprrVuXg/19dMqVFng0oYhIFPAOMADIAq4wxhS3UM4BbHK93WeMmdVdMSrVEb2lbr+0ZDsHiqt46bbpBDaaT+uklBicTsOyzTl8tiG7+RiMqmzY+CBkvcV0Z+1RN/66HrGLzUoeqT+HUfeDb9OEYAztmtLEbpNmD6fqCiLS5rgV5fk+lPuApcaYIcBS1/uWVBtjTnJ99aj/cEq1wuvrdlFFDZ9u2M/9l41vkkwOO2tMAv4+dt74cgcOp7EyQP4X8Nmp8GF/2P0KxmmNz7DSguvjRlyXiBJnwwXbYdyjzZIJwKD4MNbvaaNVgzXf13d7CrusdaKOj6cTymzgNdfr14CLPBiLUu7k9XV76aYcTknt2+r07cP6RRAbHoiPs5rc1Y/B/CRYegYUfM3hFCJAw+ELIXbXnVBhqXDmEjjtvxDa+miSaanx7C2oYKdrht+WrMrIx8/HxojE1gcequ7j6T6UOGNMHoAxJk9EWrtgGiAi6VhzLzxijPmw2yJUqmN6TN2ua3Dw5ZY8Fq7by96DFdhsMDopmgvTkhk/MKbVvoD8kmoGxoW2ul+p2M2fhr6BT9Yr+O9xTd545HKWoR5ffKnH5hOEaSinssGH14pu57O95zGsOJgLJ+QxNTW+1eel+9pt3HruCH73Tjq/uzKNIX3Dm6xft/sQTy3YxP2Xjtf+jB6iyxOKiCwB4ltYdf9x7CbJGJMrIgOBZSKyyRiT2cKx5gJzAZKSkjoUr1Lt5Q11u7KmngfeXoOvj4050wYzOimKeoeTb3bk8+ziLYxJjubO80e1+KEe4GunvOao+bOME/I+hW2PQ/5SggFs4MCGHSfgpNbph7+tDocE4SN1mPpKVpgrCJowj5sGD+IGp2FVRj5vfbWL5VvzuPfik7DbWr5YcvrIfmDgt2+vITk2hHEpMTichtU7D1JSWct9F49j7IDodv88VNfy6PNQRGQHcLrrL7i+wBfGmOYPRmi6zavAAmPM+22V603PjFA9z7GeGdFT6vZD76QTE+rP7TOaJ42q2gbuf+tbpgyN48ppzS89bd5XxJMLNvLST6Yj9WWw+1XY8SRU7j1SxmBHsCZONPZgxFGJwzcGm92O1OSzU6ayMvherrnwwmbHr2tw8Lt30hnSN5wbzkxt8zzqHU5WbDtAZn4ZIjAiMdIrn7nuDbz5eSgfAde5Xl8HzD+6gIhEioi/63UMMA3Y2m0RKtUxHq/b+wrKycgt4dZzR7bYAgny9+HuC8fw4bd7qHc4m60f2T+SFL997Ft0LXzQF9bd5UomNg5/dAgOaqx2CuITDGHDsdcfQvwiKJzwX+7P/R1zzp/Z4vH9fOzcdcEYFq7bR01dQ7P1jfnabZw+qh83npXKj89MZcrQOE0mPZCnE8ojwDkishM4x/UeEUkTkZdcZYYD6SKyAfgc6zqzJhTV03m8bi/bnMvZYxLxbeN5I0kxIfSNDOK73Y3upnI2wP4PkKVn8kDQdfQveRMc1Rjxc92h5cTgpAqrf8XPLwhiT4O6QqjOg/FPwPmbWHxwFGeM6tfmM+H7hAeSmhDBt23M+qu8h0c75Y0xhcBZLSxPB25yvf4GaOH5n0r1XD2hbpdU1jL4qI7slsRHBFFSVQs1BZD5Eux81hpHIofvzgrC6axCnHUYoNwZTpi9FJvYaYifjU/hV3Doaxg0F8b8HgJiACitqiMuvPksvkeLDQuktEqnf+8NPH2Xl1LKDXbmlbJw7V6yCsrxsdkYnRSF3WbjUFnNMbcNKP+OcQc+gW3zwVkL4hq85xMC9aXYnJWA4AyIx1Z7gGB/wZF4PQFFqyFvPsSdAeOfgsgxTfYbHuRHfml18wMepaCsmnEpMR05bdXDePqSl1KqE6zp49cz7721xEcEcdNZw7n6tCFU1NazdFMOH6dnNZ2Y8TBHHex5k7qFk/ip/cfEFH0AxvVUQr8I63t9ifU9sD9gsDmrYOid2GOnYM961Uo+p/4XzlzaLJkATB/Zj88351LX0PLTDgEOllazPaeESYOPMYWL8graQlHKiz23eAsllXW8+JOm08ePS4nh0skDufn5L5n33lp+d0WaNVajKgd2/RN2vQA1+RgTiFMEm3FAQCzU5ENtAWCD4GSo3AP1xZB6j5VAdj0PNn846REY9rPvByu2ICEqmNFJUTy3eGuLtybXNTh4auEmzh+fREALI/GV99EWilJe6mBpNV9syeM3l7Y8fXx8ZBD3XzKOtZkFvPLOS5QsvggzfwBm8x+oq7cGIoo4Ef9YwGklE7FbM/6C9T71Hhg9D7LegIx/wIBr4MKdMOLeNpPJYT+fNYasg+X8+s3VfLvzIHUNDqpqG1i2KYe7Xv6GEH8frjt9qDt/LMqD9M8CpbzUko3ZnDGqH8H+rUxY2FDFZPvHPNf/Ufo7M6k9FECZI4hwnzLqGxrANxq/hkKoPWj1m4QNhdLt1q3Bw34KfabD5oeheD3EToPpCyH6+IYnBPv78uiPJvP55lzeWJ7BvPfKrXEk/SO56tTBbY6UV95HE4pSXiq/tJph/SKar6jYDTufg8x/IXXFRNhjqLeF4+8sxS80GuPwJbiu0JrsxeYHYSOgdAuUZ8CQWyHlWtj+OHx1MQT1h6lvQ/KV1oPdO8DPx865J/Xn3JP6d+6EVY+nCUUpLxXga//+WejGCQeWwI6nIXehNS186GBw1BHqOESVTwq+RpDqHKu8LQAixkDJBijdDANvgNS7IestWHKatf3oh2H4L8AnyHMnqbyKJhSlvNTkIXG8/tkarohegOx81mph+EVDxFgrSZRl0BA6nLrSPQTV7bE2sgdB5DgoWgfF6TDgRzDqATi0EpadDdW5kHyV1ekerC0KdXw0oSjljUq3Mq7wGUaEvIqsq7YuW0WOg+LvoKESIsZgyrbhU74VHxvgEwpRE6BwDRz6BpJ/CKMfgrpi+OYaKFwNUWlwynsQO9XTZ6e8lCYUpbxNeQYsHInY/DFRE9l3cD9JZVtx+kZii5oEJesxxesQoNKEEBA3BXvRt3DwC+h/GYz+nTXWZP19kPVvTEBftic+yStZE9nzWgU222eM6h/FhWnJjB0QrVPDq3bThKKUt3HUQMJsKNlIYPHX9AtNILduDHF1mzGF3yIC5Y4wyoLGkeDYgBxcAokXWYkkdChs/yts+TMYB/XD7uXhLWdTWRrEJZNTGJ0cRYPDsDLjAH9btIkJA2O5/byRmlRUu+g4FKW8jTGQM9/qD4k+GZ+aXPo5N2EXJw7/PlTGXkhooB+JtV8ifabBeenWiPbyDFg4HDb+FvqdBxds5dE9lxMVGcvj153MqSP6EhHsT0xYABemDeCZm05hV14p763c7ekzVl5CE4pS3sbuD9GToWyL1feBgcB+kHQlPiIEF3yMRI2DH6yE0xcANlgyHb6+AnzD4axlcOr/kV3bh417i7hjxqgWp4IP9vfl5xeO4b+rWp7eXqmjaUJRyts0VEKR6wFbwf2tO7UA9r0D4alw9nI481MIToHVN8MnE6BsG0x8Hs5bZ03mCHy+OZezxiS0Ob18Umwo/aKCWLdbp5dXx6Z9KEp5o+AUiJsOeZ9Z06LETIWTX4O4M8FZbz2id9M8cFRb40tG/fb7SR9diitrGRDb+jPjD+sXGUxJZd0xyymlCUUpL1NJBOXVtYRm/guiJsKkf0Lfc62VOR/DunugYhf0mwnj/wphLT95OCTAl8LyY09vf6i8htCAVqZ3UaoRveSllJcJpoRqE8SfC3/H4rj3rQ720q3w+Q9g+Wyw+cLpn1j9J60kE4DpI/qyZFNOy9PbuxwoqWLXgVLGD9Lp5dWxaUJRytuEDKTPlVv50VX38MFX6eR99mP431goWgsT/gbnb4B+5x5zN4Piw0mMDua1LzIwxjRbX+9w8o//beb8cUktzmas1NH0kpdS3sYvEoyDxEOv8Ezcg9gOlmGG3oqMmQf+0ce1q19fPI77/r2anMJKLpmSwojESJzGsDrjIO98k0l0iD/X6vTyqp00oSjlberLYNFYKNuGPe5sHtp5FT/sexHD/SOPe1cRwf48cf1U/vfdPv760UbyS6pwGhiWEM6stGROH5XQ4i3FSrVEE4pS3qZ8JzgHwWnzkYQLCSj5jgMlVQxPPP6EAhDk78OlUwZy6ZSB1DU4sIngY9er4er4aUJRytsEJcDMLdYAR6CytgH/NsaSHI+2xqQodSz6Z4hS3iYg/kgyKa6oZXtOMWMGHF/fiVJdQROKUl7KGMOrX+zgtBH9CNFxIqoH0EteSnmh7MIK3ly+k/2FlTz6o8meDkcpQFsoSnmdvQUV3PPaSmLDAnns2ikE+2vrRPUM2kJRysvERwTyxk/P1A501eNoC0UpL+Pva9dkonokTShKKaXcwqMJRUQuF5EtIuIUkbQ2yp0nIjtEZJeI3NedMSrVEVq31YnI0y2UzcAlwPLWCoiIHfgHMAMYAfxQREZ0T3hKdZjWbXXC8WinvDFmG4BIm3MFTQJ2GWN2u8r+B5gNbO3yAJXqIK3b6kTk6RZKeyQA+xu9z3YtU8rbad1WvUqXt1BEZAkQ38Kq+40x89uzixaWNX94g3WsucBc19taEdncvii7VQxwyNNBtEDjOj7DtG4301N/VxrX8Wn9qWzH0OUJxRhzdid3kQ30b/Q+Echt5VgvAC8AiEi6MabVzlBP0biOTw+PS+t2IxrX8enJcXV0W2+45LUGGCIiKSLiB8wBPvJwTEq5g9Zt1at4+rbhi0UkGzgZWCgii13L+4nIIgBjTANwB7AY2Aa8a4zZ4qmYlWoPrdvqROTpu7w+AD5oYXkucH6j94uARce5+xc6F12X0biOj1fGpXW7R9G4jk+H4xJjWuwDVEoppY6LN/ShKKWU8gK9JqH01KkuRCRKRD4TkZ2u7y0++FtEHCKy3vXVZR2zxzp/EfEXkXdc61eLyICuiuU447peRAoa/Yxu6qa4XhaRg63dpiuWv7vi3igi47sgBq3b7YtH63b7Y+qaem2M6RVfwHCs+6e/ANJaKWMHMoGBgB+wARjRxXH9BbjP9fo+4NFWylV0w8/omOcP3AY873o9B3inh8R1PfCMB+rVacB4YHMr688H/oc1pmQKsLoLYtC67Z46pHX7+2N2Sb3uNS0UY8w2Y8yOYxQ7MtWFMaYOODzVRVeaDbzmev0acFEXH68t7Tn/xvG+D5wlx5g/pJvi8ghjzHKgqI0is4HXjWUVECEifd0cg9btY9O6fRy6ql73moTSTp6Y6iLOGJMH4Prep5VyASKSLiKrRKSr/mO25/yPlDHWba2lQHQXxXM8cQFc6mp+vy8i/VtY7wk9ZfoUrdtat92pQ/XJq57YKN041cXxaCuu49hNkjEmV0QGAstEZJMxJrOzsR2lPeffJT+jY2jPMT8G3jbG1IrIrVh/aZ7ZxXG1h1t+Xlq3O03rtnt16GflVQnFdONUF8ejrbhEJF9E+hpj8lxNxoOt7CPX9X23iHwBjMO69upO7Tn/w2WyRcQHCKftpnG3xGWMKWz09kXg0S6Oqb3cUqe0bnea1m336lB9OtEueXliqouPgOtcr68Dmv21KSKRIuLveh0DTKNrpjBvz/k3jvcyYJlx9dJ1oWPGddT121lYI8t7go+Aa113xUwBSg9fBupmWre1brtTx+p1d95Z0MV3LVyMlVVrgXxgsWt5P2DRUXcvZGD9hXR/N8QVDSwFdrq+R7mWpwEvuV5PBTZh3QGyCbixC+Npdv7APGCW63UA8B6wC/gWGNhNv79jxfVnYIvrZ/Q5kNpNcb0N5AH1rvp1I3ArcKtrvWA9JCvT9btr8S4srdtat3tS3e6qeq0j5ZVSSrnFiXbJSymlVBfRhKKUUsotNKEopZRyC00oSiml3EITilJKKbfQhKKUUsotNKEopZRyC00oJxjXiN0vXa/Hi4gRkWgRsYvIZhEJ8nSMSinv5FVzeSm3KAFCXa/vBFYBkVhTYnxmjKnyVGBKKe+mCeXEUwoEiUg00BdYgZVQ5gI/F5Fg4FmgDvjCGPOmxyJVSnkVveR1gjHGOF0vbwb+BZQDYwC7MSYDuAR43xhzM9ZEdUop1S6aUE5MTqxk8QFQBvwCeN61LpHvH6zj6P7QlFLeShPKiakO+J+xnlpXBgQDC1zrsrGSCmj9UEodB51tWDXh6kN5BqgBvtY+FKVUe2lCUUop5RZ6SUMppZRbaEJRSinlFppQlFJKuYUmFKWUUm6hCUUppZRbaEJRSinlFppQlFJKuYUmFKWUUm6hCUUppZRb/D+cRIb9ufF+zAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def linear(x):\n",
    "    return -0.3 + 0.5 * x\n",
    "\n",
    "\n",
    "x_train, y_train = create_toy_data(linear, 20, 0.1, [-1, 1])\n",
    "x = np.linspace(-1, 1, 100)\n",
    "w0, w1 = np.meshgrid(\n",
    "    np.linspace(-1, 1, 100),\n",
    "    np.linspace(-1, 1, 100))\n",
    "w = np.array([w0, w1]).transpose(1, 2, 0)\n",
    "\n",
    "feature = PolynomialFeature(degree=1)\n",
    "X_train = feature.transform(x_train)\n",
    "X = feature.transform(x)\n",
    "model = BayesianRegression(alpha=1., beta=100.)\n",
    "\n",
    "for begin, end in [[0, 0], [0, 1], [1, 2], [2, 3], [3, 20]]:\n",
    "    model.fit(X_train[begin: end], y_train[begin: end])\n",
    "    plt.subplot(1, 2, 1)\n",
    "    plt.scatter(-0.3, 0.5, s=200, marker=\"x\")\n",
    "    plt.contour(w0, w1, multivariate_normal.pdf(w, mean=model.w_mean, cov=model.w_cov))\n",
    "    plt.gca().set_aspect('equal')\n",
    "    plt.xlabel(\"$w_0$\")\n",
    "    plt.ylabel(\"$w_1$\")\n",
    "    plt.title(\"prior/posterior\")\n",
    "\n",
    "    plt.subplot(1, 2, 2)\n",
    "    plt.scatter(x_train[:end], y_train[:end], s=100, facecolor=\"none\", edgecolor=\"steelblue\", lw=1)\n",
    "    plt.plot(x, model.predict(X, sample_size=6), c=\"orange\")\n",
    "    plt.xlim(-1, 1)\n",
    "    plt.ylim(-1, 1)\n",
    "    plt.gca().set_aspect('equal', adjustable='box')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3.2 Predictive distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_train, y_train = create_toy_data(sinusoidal, 25, 0.25)\n",
    "x_test = np.linspace(0, 1, 100)\n",
    "y_test = sinusoidal(x_test)\n",
    "\n",
    "feature = GaussianFeature(np.linspace(0, 1, 9), 0.1)\n",
    "X_train = feature.transform(x_train)\n",
    "X_test = feature.transform(x_test)\n",
    "\n",
    "model = BayesianRegression(alpha=1e-3, beta=2.)\n",
    "\n",
    "for begin, end in [[0, 1], [1, 2], [2, 4], [4, 8], [8, 25]]:\n",
    "    model.fit(X_train[begin: end], y_train[begin: end])\n",
    "    y, y_std = model.predict(X_test, return_std=True)\n",
    "    plt.scatter(x_train[:end], y_train[:end], s=100, facecolor=\"none\", edgecolor=\"steelblue\", lw=2)\n",
    "    plt.plot(x_test, y_test)\n",
    "    plt.plot(x_test, y)\n",
    "    plt.fill_between(x_test, y - y_std, y + y_std, color=\"orange\", alpha=0.5)\n",
    "    plt.xlim(0, 1)\n",
    "    plt.ylim(-2, 2)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.5 The Evidence Approximation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def cubic(x):\n",
    "    return x * (x - 5) * (x + 5)\n",
    "\n",
    "x_train, y_train = create_toy_data(cubic, 30, 10, [-5, 5])\n",
    "x_test = np.linspace(-5, 5, 100)\n",
    "evidences = []\n",
    "models = []\n",
    "for i in range(8):\n",
    "    feature = PolynomialFeature(degree=i)\n",
    "    X_train = feature.transform(x_train)\n",
    "    model = EmpiricalBayesRegression(alpha=100., beta=100.)\n",
    "    model.fit(X_train, y_train, max_iter=100)\n",
    "    evidences.append(model.log_evidence(X_train, y_train))\n",
    "    models.append(model)\n",
    "\n",
    "degree = np.nanargmax(evidences)\n",
    "regression = models[degree]\n",
    "\n",
    "X_test = PolynomialFeature(degree=int(degree)).transform(x_test)\n",
    "y, y_std = regression.predict(X_test, return_std=True)\n",
    "\n",
    "plt.scatter(x_train, y_train, s=50, facecolor=\"none\", edgecolor=\"steelblue\", label=\"observation\")\n",
    "plt.plot(x_test, cubic(x_test), label=\"x(x-5)(x+5)\")\n",
    "plt.plot(x_test, y, label=\"prediction\")\n",
    "plt.fill_between(x_test, y - y_std, y + y_std, alpha=0.5, label=\"std\", color=\"orange\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.plot(evidences)\n",
    "plt.title(\"Model evidence\")\n",
    "plt.xlabel(\"degree\")\n",
    "plt.ylabel(\"log evidence\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
